Bridging the Gaps between Circulating Tumor Cells and DNA Methylation in Prostate Cancer
Abstract
:1. Introduction
2. Liquid Biopsies
2.1. Circulating Tumor Cells
Enrichment Subcategory | Technology | Selection Criteria | Main Features | References |
---|---|---|---|---|
Immunoaffinity—Positive selection | CellSearch | EpCAM and Pan-CK positive selection | FDA-Approved | [21,46,47] |
AdnaTest | Antibody cocktail | Immunomagnetic selection, followed by RT-PCR | [48] | |
MACS | EpCAM | Magnetic beads for positive selection through EpCAM | [49] | |
MagSweeper | EpCAM | High purity, 9 mL/h | [50] | |
CTC-Chip | EpCAM | 1–2 mL/h | [51] | |
Immunoaffinity—Negative selection | EasySep Human CD45 Depletion Kit | CD45 | Easy-to-use, high-throughput | [52] |
MACS | CD45 | Immunomagnetic selection | [53,54] | |
Biophysical | RosetteSep CTC Enrichment Cocktail | Density, Antibody Cocktail | Immunoaffinity assay, centrifugation | [55] |
OncoQuick | Density, Size | Isolation by intense centrifugation | [56] | |
Ficoll-Paque | Density | Cheap, easy-to-use, centrifugation | [57] | |
ISET | Size, Deformability | Fixed samples in membrane | [58,59,60] | |
ScreenCell | Size, Deformability | Cheap, easy-to-use, membrane | [61,62] | |
Parsortix | Size, Deformability | Viable cells retained by size | [63,64,65] | |
Vortex | Size | No RBC lysis required, captures viable cells in suspension, easy-to-use | [45,66] | |
DEPArray | Electrical Signature | Requires pre-enrichment, allows recovery and manipulation of viable cells | [67,68,69] | |
Functional Assays | EPISPOT | Protein secretion | Discriminates between viable and apoptotic CTCs using protein secretion | [44,70] |
2.2. Circulating Tumor Cells in Prostate Cancer Patients
3. DNA Methylation in Prostate Cancer Liquid Biopsies
4. DNA Methylation in Prostate Cancer CTCs
5. Conclusions
Author Contributions
Funding
Conflicts of Interest
References
- Sung, H.; Ferlay, J.; Siegel, R.L.; Laversanne, M.; Soerjomataram, I.; Jemal, A.; Bray, F. Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries. CA Cancer J. Clin. 2021, 71, 209–249. [Google Scholar] [CrossRef] [PubMed]
- Ku, S.Y.; Gleave, M.E.; Beltran, H. Towards precision oncology in advanced prostate cancer. Nat. Rev. Urol. 2019, 16, 645–654. [Google Scholar] [CrossRef] [PubMed]
- Bilusic, M.; Madan, R.A.; Gulley, J.L. Immunotherapy of Prostate Cancer: Facts and Hopes. Clin. Cancer Res. 2017, 23, 6764–6770. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Saini, S. PSA and beyond: Alternative prostate cancer biomarkers. Cell Oncol. 2016, 39, 97–106. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Perlmutter, M.A.; Lepor, H. Androgen deprivation therapy in the treatment of advanced prostate cancer. Rev. Urol. 2007, 9 (Suppl. S1), S3–S8. [Google Scholar]
- James, N.D.; Sydes, M.R.; Clarke, N.W.; Mason, M.D.; Dearnaley, D.P.; Spears, M.R.; Ritchie, A.W.; Parker, C.C.; Russell, J.M.; Attard, G.; et al. Addition of docetaxel, zoledronic acid, or both to first-line long-term hormone therapy in prostate cancer (STAMPEDE): Survival results from an adaptive, multiarm, multistage, platform randomised controlled trial. Lancet 2016, 387, 1163–1177. [Google Scholar] [CrossRef] [Green Version]
- Sweeney, C.J.; Chen, Y.H.; Carducci, M.; Liu, G.; Jarrard, D.F.; Eisenberger, M.; Wong, Y.N.; Hahn, N.; Kohli, M.; Cooney, M.M.; et al. Chemohormonal Therapy in Metastatic Hormone-Sensitive Prostate Cancer. N. Engl. J. Med. 2015, 373, 737–746. [Google Scholar] [CrossRef]
- Smith, M.R.; Kabbinavar, F.; Saad, F.; Hussain, A.; Gittelman, M.C.; Bilhartz, D.L.; Wynne, C.; Murray, R.; Zinner, N.R.; Schulman, C.; et al. Natural history of rising serum prostate-specific antigen in men with castrate nonmetastatic prostate cancer. J. Clin. Oncol. 2005, 23, 2918–2925. [Google Scholar] [CrossRef] [PubMed]
- Heidenreich, A.; Bastian, P.J.; Bellmunt, J.; Bolla, M.; Joniau, S.; van der Kwast, T.; Mason, M.; Matveev, V.; Wiegel, T.; Zattoni, F.; et al. EAU guidelines on prostate cancer. Part II: Treatment of advanced, relapsing, and castration-resistant prostate cancer. Eur. Urol. 2014, 65, 467–479. [Google Scholar] [CrossRef] [PubMed]
- James, N.D.; Spears, M.R.; Clarke, N.W.; Dearnaley, D.P.; De Bono, J.S.; Gale, J.; Hetherington, J.; Hoskin, P.J.; Jones, R.J.; Laing, R.; et al. Survival with Newly Diagnosed Metastatic Prostate Cancer in the “Docetaxel Era”: Data from 917 Patients in the Control Arm of the STAMPEDE Trial (MRC PR08, CRUK/06/019). Eur. Urol. 2015, 67, 1028–1038. [Google Scholar] [CrossRef] [Green Version]
- Watson, P.A.; Arora, V.K.; Sawyers, C.L. Emerging mechanisms of resistance to androgen receptor inhibitors in prostate cancer. Nat. Rev. Cancer 2015, 15, 701–711. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Aurilio, G.; Cimadamore, A.; Mazzucchelli, R.; Lopez-Beltran, A.; Verri, E.; Scarpelli, M.; Massari, F.; Cheng, L.; Santoni, M.; Montironi, R. Androgen Receptor Signaling Pathway in Prostate Cancer: From Genetics to Clinical Applications. Cells 2020, 9, 2653. [Google Scholar] [CrossRef]
- Shafi, A.A.; Yen, A.E.; Weigel, N.L. Androgen receptors in hormone-dependent and castration-resistant prostate cancer. Pharmacol. Ther. 2013, 140, 223–238. [Google Scholar] [CrossRef]
- Claessens, F.; Helsen, C.; Prekovic, S.; Van den Broeck, T.; Spans, L.; Van Poppel, H.; Joniau, S. Emerging mechanisms of enzalutamide resistance in prostate cancer. Nat. Rev. Urol. 2014, 11, 712–716. [Google Scholar] [CrossRef]
- Graca, I.; Pereira-Silva, E.; Henrique, R.; Packham, G.; Crabb, S.J.; Jeronimo, C. Epigenetic modulators as therapeutic targets in prostate cancer. Clin. Epigenet. 2016, 8, 98. [Google Scholar] [CrossRef] [Green Version]
- Ryan, C.J.; Smith, M.R.; de Bono, J.S.; Molina, A.; Logothetis, C.J.; de Souza, P.; Fizazi, K.; Mainwaring, P.; Piulats, J.M.; Ng, S.; et al. Abiraterone in metastatic prostate cancer without previous chemotherapy. N. Engl. J. Med. 2013, 368, 138–148. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Beer, T.M.; Armstrong, A.J.; Rathkopf, D.E.; Loriot, Y.; Sternberg, C.N.; Higano, C.S.; Iversen, P.; Bhattacharya, S.; Carles, J.; Chowdhury, S.; et al. Enzalutamide in metastatic prostate cancer before chemotherapy. N. Engl. J. Med. 2014, 371, 424–433. [Google Scholar] [CrossRef] [Green Version]
- Wu, A.; Attard, G. Plasma DNA Analysis in Prostate Cancer: Opportunities for Improving Clinical Management. Clin. Chem. 2019, 65, 100–107. [Google Scholar] [CrossRef] [Green Version]
- Pantel, K.; Hille, C.; Scher, H.I. Circulating Tumor Cells in Prostate Cancer: From Discovery to Clinical Utility. Clin. Chem. 2019, 65, 87–99. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Kilgour, E.; Rothwell, D.G.; Brady, G.; Dive, C. Liquid Biopsy-Based Biomarkers of Treatment Response and Resistance. Cancer Cell 2020, 37, 485–495. [Google Scholar] [CrossRef] [PubMed]
- Riethdorf, S.; O’Flaherty, L.; Hille, C.; Pantel, K. Clinical applications of the CellSearch platform in cancer patients. Adv. Drug Deliv. Rev. 2018, 125, 102–121. [Google Scholar] [CrossRef]
- Ferreira, M.M.; Ramani, V.C.; Jeffrey, S.S. Circulating tumor cell technologies. Mol. Oncol. 2016, 10, 374–394. [Google Scholar] [CrossRef] [Green Version]
- Pantel, K.; Alix-Panabieres, C. Circulating tumour cells in cancer patients: Challenges and perspectives. Trends Mol. Med. 2010, 16, 398–406. [Google Scholar] [CrossRef] [PubMed]
- Diaz, L.A., Jr.; Bardelli, A. Liquid biopsies: Genotyping circulating tumor DNA. J. Clin. Oncol. 2014, 32, 579–586. [Google Scholar] [CrossRef]
- Neumann, M.H.D.; Bender, S.; Krahn, T.; Schlange, T. ctDNA and CTCs in Liquid Biopsy—Current Status and Where We Need to Progress. Comput. Struct. Biotechnol. J. 2018, 16, 190–195. [Google Scholar] [CrossRef] [PubMed]
- Di Meo, A.; Bartlett, J.; Cheng, Y.; Pasic, M.D.; Yousef, G.M. Liquid biopsy: A step forward towards precision medicine in urologic malignancies. Mol. Cancer 2017, 16, 80. [Google Scholar] [CrossRef]
- Haber, D.A.; Velculescu, V.E. Blood-based analyses of cancer: Circulating tumor cells and circulating tumor DNA. Cancer Discov. 2014, 4, 650–661. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Pantel, K.; Alix-Panabieres, C. Real-time liquid biopsy in cancer patients: Fact or fiction? Cancer Res. 2013, 73, 6384–6388. [Google Scholar] [CrossRef] [Green Version]
- Cheng, F.; Su, L.; Qian, C. Circulating tumor DNA: A promising biomarker in the liquid biopsy of cancer. Oncotarget 2016, 7, 48832–48841. [Google Scholar] [CrossRef] [Green Version]
- Constancio, V.; Barros-Silva, D.; Jeronimo, C.; Henrique, R. Known epigenetic biomarkers for prostate cancer detection and management: Exploring the potential of blood-based liquid biopsies. Expert Rev. Mol. Diagn. 2019, 19, 367–375. [Google Scholar] [CrossRef]
- Marrugo-Ramirez, J.; Mir, M.; Samitier, J. Blood-Based Cancer Biomarkers in Liquid Biopsy: A Promising Non-Invasive Alternative to Tissue Biopsy. Int. J. Mol. Sci. 2018, 19, 2877. [Google Scholar] [CrossRef] [Green Version]
- Poulet, G.; Massias, J.; Taly, V. Liquid Biopsy: General Concepts. Acta Cytol. 2019, 63, 449–455. [Google Scholar] [CrossRef]
- Han, X.; Wang, J.; Sun, Y. Circulating Tumor DNA as Biomarkers for Cancer Detection. Genom. Proteom. Bioinform. 2017, 15, 59–72. [Google Scholar] [CrossRef]
- Connors, D.; Allen, J.; Alvarez, J.D.; Boyle, J.; Cristofanilli, M.; Hiller, C.; Keating, S.; Kelloff, G.; Leiman, L.; McCormack, R.; et al. International liquid biopsy standardization alliance white paper. Crit. Rev. Oncol. Hematol. 2020, 156, 103112. [Google Scholar] [CrossRef] [PubMed]
- Rossi, G.; Ignatiadis, M. Promises and Pitfalls of Using Liquid Biopsy for Precision Medicine. Cancer Res. 2019, 79, 2798–2804. [Google Scholar] [CrossRef] [Green Version]
- Meng, S.; Tripathy, D.; Frenkel, E.P.; Shete, S.; Naftalis, E.Z.; Huth, J.F.; Beitsch, P.D.; Leitch, M.; Hoover, S.; Euhus, D.; et al. Circulating tumor cells in patients with breast cancer dormancy. Clin. Cancer Res. 2004, 10, 8152–8162. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Kang, Y.; Pantel, K. Tumor cell dissemination: Emerging biological insights from animal models and cancer patients. Cancer Cell 2013, 23, 573–581. [Google Scholar] [CrossRef] [Green Version]
- Larson, C.J.; Moreno, J.G.; Pienta, K.J.; Gross, S.; Repollet, M.; O’Hara, S.M.; Russell, T.; Terstappen, L.W. Apoptosis of circulating tumor cells in prostate cancer patients. Cytom. A 2004, 62, 46–53. [Google Scholar] [CrossRef]
- Braun, S.; Pantel, K.; Muller, P.; Janni, W.; Hepp, F.; Kentenich, C.R.; Gastroph, S.; Wischnik, A.; Dimpfl, T.; Kindermann, G.; et al. Cytokeratin-positive cells in the bone marrow and survival of patients with stage I, II, or III breast cancer. N. Engl. J. Med. 2000, 342, 525–533. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Dasgupta, A.; Lim, A.R.; Ghajar, C.M. Circulating and disseminated tumor cells: Harbingers or initiators of metastasis? Mol. Oncol. 2017, 11, 40–61. [Google Scholar] [CrossRef] [Green Version]
- Mout, L.; van Dessel, L.F.; Kraan, J.; de Jong, A.C.; Neves, R.P.L.; Erkens-Schulze, S.; Beaufort, C.M.; Sieuwerts, A.M.; van Riet, J.; Woo, T.L.C.; et al. Generating human prostate cancer organoids from leukapheresis enriched circulating tumour cells. Eur. J. Cancer 2021, 150, 179–189. [Google Scholar] [CrossRef]
- Chinen, L.T.D.; Abdallah, E.A.; Braun, A.C.; Flores, B.; Corassa, M.; Sanches, S.M.; Fanelli, M.F. Circulating Tumor Cells as Cancer Biomarkers in the Clinic. Adv. Exp. Med. Biol. 2017, 994, 1–41. [Google Scholar] [CrossRef]
- Alix-Panabieres, C.; Pantel, K. Clinical Applications of Circulating Tumor Cells and Circulating Tumor DNA as Liquid Biopsy. Cancer Discov. 2016, 6, 479–491. [Google Scholar] [CrossRef] [Green Version]
- Alix-Panabieres, C. EPISPOT assay: Detection of viable DTCs/CTCs in solid tumor patients. Recent Results Cancer Res. 2012, 195, 69–76. [Google Scholar] [CrossRef]
- Renier, C.; Pao, E.; Che, J.; Liu, H.E.; Lemaire, C.A.; Matsumoto, M.; Triboulet, M.; Srivinas, S.; Jeffrey, S.S.; Rettig, M.; et al. Label-free isolation of prostate circulating tumor cells using Vortex microfluidic technology. NPJ Precis. Oncol. 2017, 1, 15. [Google Scholar] [CrossRef] [PubMed]
- Cristofanilli, M.; Budd, G.T.; Ellis, M.J.; Stopeck, A.; Matera, J.; Miller, M.C.; Reuben, J.M.; Doyle, G.V.; Allard, W.J.; Terstappen, L.W.; et al. Circulating tumor cells, disease progression, and survival in metastatic breast cancer. N. Engl. J. Med. 2004, 351, 781–791. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Riethdorf, S.; Fritsche, H.; Muller, V.; Rau, T.; Schindlbeck, C.; Rack, B.; Janni, W.; Coith, C.; Beck, K.; Janicke, F.; et al. Detection of circulating tumor cells in peripheral blood of patients with metastatic breast cancer: A validation study of the CellSearch system. Clin. Cancer Res. 2007, 13, 920–928. [Google Scholar] [CrossRef] [Green Version]
- Gorges, T.M.; Tinhofer, I.; Drosch, M.; Rose, L.; Zollner, T.M.; Krahn, T.; von Ahsen, O. Circulating tumour cells escape from EpCAM-based detection due to epithelial-to-mesenchymal transition. BMC Cancer 2012, 12, 178. [Google Scholar] [CrossRef] [Green Version]
- Karimi, N.; Oloomi, M.; Orafa, Z. Circulating Tumor Cells Detection in Patients with Early Breast Cancer Using MACS Immunomagnetic Flow Cytometry. Avicenna J. Med. Biotechnol. 2020, 12, 148–156. [Google Scholar]
- Powell, A.A.; Talasaz, A.H.; Zhang, H.; Coram, M.A.; Reddy, A.; Deng, G.; Telli, M.L.; Advani, R.H.; Carlson, R.W.; Mollick, J.A.; et al. Single cell profiling of circulating tumor cells: Transcriptional heterogeneity and diversity from breast cancer cell lines. PLoS ONE 2012, 7, e33788. [Google Scholar] [CrossRef] [Green Version]
- Nagrath, S.; Sequist, L.V.; Maheswaran, S.; Bell, D.W.; Irimia, D.; Ulkus, L.; Smith, M.R.; Kwak, E.L.; Digumarthy, S.; Muzikansky, A.; et al. Isolation of rare circulating tumour cells in cancer patients by microchip technology. Nature 2007, 450, 1235–1239. [Google Scholar] [CrossRef] [Green Version]
- Chen, Y.; Hoffmeister, L.M.; Zaun, Y.; Arnold, L.; Schmid, K.W.; Giebel, B.; Klein-Hitpass, L.; Hanenberg, H.; Squire, A.; Reinhardt, H.C.; et al. Acute myeloid leukemia-induced remodeling of the human bone marrow niche predicts clinical outcome. Blood Adv. 2020, 4, 5257–5268. [Google Scholar] [CrossRef] [PubMed]
- Woestemeier, A.; Harms-Effenberger, K.; Karstens, K.F.; Konczalla, L.; Ghadban, T.; Uzunoglu, F.G.; Izbicki, J.R.; Bockhorn, M.; Pantel, K.; Reeh, M. Clinical Relevance of Circulating Tumor Cells in Esophageal Cancer Detected by a Combined MACS Enrichment Method. Cancers 2020, 12, 718. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Giordano, A.; Gao, H.; Anfossi, S.; Cohen, E.; Mego, M.; Lee, B.N.; Tin, S.; De Laurentiis, M.; Parker, C.A.; Alvarez, R.H.; et al. Epithelial-mesenchymal transition and stem cell markers in patients with HER2-positive metastatic breast cancer. Mol. Cancer Ther. 2012, 11, 2526–2534. [Google Scholar] [CrossRef] [Green Version]
- Kapeleris, J.; Kulasinghe, A.; Warkiani, M.E.; Oleary, C.; Vela, I.; Leo, P.; Sternes, P.; O’Byrne, K.; Punyadeera, C. Ex vivo culture of circulating tumour cells derived from non-small cell lung cancer. Transl. Lung Cancer Res. 2020, 9, 1795–1809. [Google Scholar] [CrossRef]
- Balic, M.; Dandachi, N.; Hofmann, G.; Samonigg, H.; Loibner, H.; Obwaller, A.; van der Kooi, A.; Tibbe, A.G.; Doyle, G.V.; Terstappen, L.W.; et al. Comparison of two methods for enumerating circulating tumor cells in carcinoma patients. Cytom. B Clin. Cytom. 2005, 68, 25–30. [Google Scholar] [CrossRef] [PubMed]
- Hughes, A.D.; Mattison, J.; Powderly, J.D.; Greene, B.T.; King, M.R. Rapid isolation of viable circulating tumor cells from patient blood samples. J. Vis. Exp. 2012, 64, e4248. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Troncarelli Flores, B.C.; Souza, E.S.V.; Ali Abdallah, E.; Mello, C.A.L.; Gobo Silva, M.L.; Gomes Mendes, G.; Camila Braun, A.; Aguiar Junior, S.; Thome Domingos Chinen, L. Molecular and Kinetic Analyses of Circulating Tumor Cells as Predictive Markers of Treatment Response in Locally Advanced Rectal Cancer Patients. Cells 2019, 8, 641. [Google Scholar] [CrossRef] [Green Version]
- Buim, M.E.; Fanelli, M.F.; Souza, V.S.; Romero, J.; Abdallah, E.A.; Mello, C.A.; Alves, V.; Ocea, L.M.; Mingues, N.B.; Barbosa, P.N.; et al. Detection of KRAS mutations in circulating tumor cells from patients with metastatic colorectal cancer. Cancer Biol. Ther. 2015, 16, 1289–1295. [Google Scholar] [CrossRef] [Green Version]
- Broncy, L.; Njima, B.B.; Mejean, A.; Beroud, C.; Romdhane, K.B.; Ilie, M.; Hofman, V.; Muret, J.; Hofman, P.; Bouhamed, H.C.; et al. Single-cell genetic analysis validates cytopathological identification of circulating cancer cells in patients with clear cell renal cell carcinoma. Oncotarget 2018, 9, 20058–20074. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Desitter, I.; Guerrouahen, B.S.; Benali-Furet, N.; Wechsler, J.; Janne, P.A.; Kuang, Y.; Yanagita, M.; Wang, L.; Berkowitz, J.A.; Distel, R.J.; et al. A new device for rapid isolation by size and characterization of rare circulating tumor cells. Anticancer Res. 2011, 31, 427–441. [Google Scholar] [PubMed]
- Hendricks, A.; Brandt, B.; Geisen, R.; Dall, K.; Roder, C.; Schafmayer, C.; Becker, T.; Hinz, S.; Sebens, S. Isolation and Enumeration of CTC in Colorectal Cancer Patients: Introduction of a Novel Cell Imaging Approach and Comparison to Cellular and Molecular Detection Techniques. Cancers 2020, 12, 2643. [Google Scholar] [CrossRef] [PubMed]
- Miller, M.C.; Robinson, P.S.; Wagner, C.; O’Shannessy, D.J. The Parsortix Cell Separation System—A versatile liquid biopsy platform. Cytom. A 2018, 93, 1234–1239. [Google Scholar] [CrossRef]
- Papadaki, M.A.; Sotiriou, A.I.; Vasilopoulou, C.; Filika, M.; Aggouraki, D.; Tsoulfas, P.G.; Apostolopoulou, C.A.; Rounis, K.; Mavroudis, D.; Agelaki, S. Optimization of the Enrichment of Circulating Tumor Cells for Downstream Phenotypic Analysis in Patients with Non-Small Cell Lung Cancer Treated with Anti-PD-1 Immunotherapy. Cancers 2020, 12, 1556. [Google Scholar] [CrossRef]
- Gkountela, S.; Castro-Giner, F.; Szczerba, B.M.; Vetter, M.; Landin, J.; Scherrer, R.; Krol, I.; Scheidmann, M.C.; Beisel, C.; Stirnimann, C.U.; et al. Circulating Tumor Cell Clustering Shapes DNA Methylation to Enable Metastasis Seeding. Cell 2019, 176, 98–112.e114. [Google Scholar] [CrossRef] [Green Version]
- Sollier, E.; Go, D.E.; Che, J.; Gossett, D.R.; O’Byrne, S.; Weaver, W.M.; Kummer, N.; Rettig, M.; Goldman, J.; Nickols, N.; et al. Size-selective collection of circulating tumor cells using Vortex technology. Lab Chip 2014, 14, 63–77. [Google Scholar] [CrossRef]
- Fabbri, F.; Carloni, S.; Zoli, W.; Ulivi, P.; Gallerani, G.; Fici, P.; Chiadini, E.; Passardi, A.; Frassineti, G.L.; Ragazzini, A.; et al. Detection and recovery of circulating colon cancer cells using a dielectrophoresis-based device: KRAS mutation status in pure CTCs. Cancer Lett. 2013, 335, 225–231. [Google Scholar] [CrossRef] [PubMed]
- Peeters, D.J.; De Laere, B.; Van den Eynden, G.G.; Van Laere, S.J.; Rothe, F.; Ignatiadis, M.; Sieuwerts, A.M.; Lambrechts, D.; Rutten, A.; van Dam, P.A.; et al. Semiautomated isolation and molecular characterisation of single or highly purified tumour cells from CellSearch enriched blood samples using dielectrophoretic cell sorting. Br. J. Cancer 2013, 108, 1358–1367. [Google Scholar] [CrossRef] [Green Version]
- Polzer, B.; Medoro, G.; Pasch, S.; Fontana, F.; Zorzino, L.; Pestka, A.; Andergassen, U.; Meier-Stiegen, F.; Czyz, Z.T.; Alberter, B.; et al. Molecular profiling of single circulating tumor cells with diagnostic intention. EMBO Mol. Med. 2014, 6, 1371–1386. [Google Scholar] [CrossRef] [PubMed]
- Alix-Panabieres, C.; Pantel, K. Liquid biopsy in cancer patients: Advances in capturing viable CTCs for functional studies using the EPISPOT assay. Expert Rev. Mol. Diagn. 2015, 15, 1411–1417. [Google Scholar] [CrossRef]
- Parkinson, D.R.; Dracopoli, N.; Petty, B.G.; Compton, C.; Cristofanilli, M.; Deisseroth, A.; Hayes, D.F.; Kapke, G.; Kumar, P.; Lee, J.; et al. Considerations in the development of circulating tumor cell technology for clinical use. J. Transl. Med. 2012, 10, 138. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Young, R.; Pailler, E.; Billiot, F.; Drusch, F.; Barthelemy, A.; Oulhen, M.; Besse, B.; Soria, J.C.; Farace, F.; Vielh, P. Circulating tumor cells in lung cancer. Acta Cytol. 2012, 56, 655–660. [Google Scholar] [CrossRef]
- Aceto, N.; Bardia, A.; Miyamoto, D.T.; Donaldson, M.C.; Wittner, B.S.; Spencer, J.A.; Yu, M.; Pely, A.; Engstrom, A.; Zhu, H.; et al. Circulating tumor cell clusters are oligoclonal precursors of breast cancer metastasis. Cell 2014, 158, 1110–1122. [Google Scholar] [CrossRef] [Green Version]
- Lianidou, E.S.; Markou, A.; Strati, A. Molecular characterization of circulating tumor cells in breast cancer: Challenges and promises for individualized cancer treatment. Cancer Metastasis Rev. 2012, 31, 663–671. [Google Scholar] [CrossRef]
- Mastoraki, S.; Strati, A.; Tzanikou, E.; Chimonidou, M.; Politaki, E.; Voutsina, A.; Psyrri, A.; Georgoulias, V.; Lianidou, E. ESR1 Methylation: A Liquid Biopsy-Based Epigenetic Assay for the Follow-up of Patients with Metastatic Breast Cancer Receiving Endocrine Treatment. Clin. Cancer Res. 2018, 24, 1500–1510. [Google Scholar] [CrossRef] [Green Version]
- Kujur, P.K.; Flores, B.C.T.; Ramalingam, N.; Chinen, L.T.D.; Jeffrey, S.S. Advances in the Characterization of Circulating Tumor Cells in Metastatic Breast Cancer: Single Cell Analyses and Interactions, and Patient-Derived Models for Drug Testing. Adv. Exp. Med. Biol. 2020, 1220, 61–80. [Google Scholar] [CrossRef]
- Miller, M.C.; Doyle, G.V.; Terstappen, L.W. Significance of Circulating Tumor Cells Detected by the CellSearch System in Patients with Metastatic Breast Colorectal and Prostate Cancer. J. Oncol. 2010, 2010, 617421. [Google Scholar] [CrossRef]
- Saad, F.; Pantel, K. The current role of circulating tumor cells in the diagnosis and management of bone metastases in advanced prostate cancer. Future Oncol. 2012, 8, 321–331. [Google Scholar] [CrossRef] [PubMed]
- Markou, A.; Lazaridou, M.; Paraskevopoulos, P.; Chen, S.; Swierczewska, M.; Budna, J.; Kuske, A.; Gorges, T.M.; Joosse, S.A.; Kroneis, T.; et al. Multiplex Gene Expression Profiling of In Vivo Isolated Circulating Tumor Cells in High-Risk Prostate Cancer Patients. Clin. Chem. 2018, 64, 297–306. [Google Scholar] [CrossRef]
- Josefsson, A.; Larsson, K.; Freyhult, E.; Damber, J.E.; Welen, K. Gene Expression Alterations during Development of Castration-Resistant Prostate Cancer Are Detected in Circulating Tumor Cells. Cancers 2019, 12, 39. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Pereira-Veiga, T.; Gonzalez-Conde, M.; Leon-Mateos, L.; Pineiro-Cid, R.; Abuin, C.; Muinelo-Romay, L.; Martinez-Fernandez, M.; Brea Iglesias, J.; Garcia Gonzalez, J.; Anido, U.; et al. Longitudinal CTCs gene expression analysis on metastatic castration-resistant prostate cancer patients treated with docetaxel reveals new potential prognosis markers. Clin. Exp. Metastasis 2021, 38, 239–251. [Google Scholar] [CrossRef] [PubMed]
- Satelli, A.; Batth, I.; Brownlee, Z.; Mitra, A.; Zhou, S.; Noh, H.; Rojas, C.R.; Li, H.; Meng, Q.H.; Li, S. EMT circulating tumor cells detected by cell-surface vimentin are associated with prostate cancer progression. Oncotarget 2017, 8, 49329–49337. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Armstrong, A.J.; Luo, J.; Nanus, D.M.; Giannakakou, P.; Szmulewitz, R.Z.; Danila, D.C.; Healy, P.; Anand, M.; Berry, W.R.; Zhang, T.; et al. Prospective Multicenter Study of Circulating Tumor Cell AR-V7 and Taxane Versus Hormonal Treatment Outcomes in Metastatic Castration-Resistant Prostate Cancer. JCO Precis. Oncol. 2020, 4, 1285–1301. [Google Scholar] [CrossRef]
- Scher, H.I.; Graf, R.P.; Schreiber, N.A.; Jayaram, A.; Winquist, E.; McLaughlin, B.; Lu, D.; Fleisher, M.; Orr, S.; Lowes, L.; et al. Assessment of the Validity of Nuclear-Localized Androgen Receptor Splice Variant 7 in Circulating Tumor Cells as a Predictive Biomarker for Castration-Resistant Prostate Cancer. JAMA Oncol. 2018, 4, 1179–1186. [Google Scholar] [CrossRef]
- Scher, H.I.; Lu, D.; Schreiber, N.A.; Louw, J.; Graf, R.P.; Vargas, H.A.; Johnson, A.; Jendrisak, A.; Bambury, R.; Danila, D.; et al. Association of AR-V7 on Circulating Tumor Cells as a Treatment-Specific Biomarker With Outcomes and Survival in Castration-Resistant Prostate Cancer. JAMA Oncol. 2016, 2, 1441–1449. [Google Scholar] [CrossRef] [PubMed]
- Antonarakis, E.S.; Lu, C.; Luber, B.; Wang, H.; Chen, Y.; Nakazawa, M.; Nadal, R.; Paller, C.J.; Denmeade, S.R.; Carducci, M.A.; et al. Androgen Receptor Splice Variant 7 and Efficacy of Taxane Chemotherapy in Patients With Metastatic Castration-Resistant Prostate Cancer. JAMA Oncol. 2015, 1, 582–591. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Salami, S.S.; Singhal, U.; Spratt, D.E.; Palapattu, G.S.; Hollenbeck, B.K.; Schonhoft, J.D.; Graf, R.; Louw, J.; Jendrisak, A.; Dugan, L.; et al. Circulating Tumor Cells as a Predictor of Treatment Response in Clinically Localized Prostate Cancer. JCO Precis. Oncol. 2019, 3, 1–9. [Google Scholar] [CrossRef]
- Erho, N.; Crisan, A.; Vergara, I.A.; Mitra, A.P.; Ghadessi, M.; Buerki, C.; Bergstralh, E.J.; Kollmeyer, T.; Fink, S.; Haddad, Z.; et al. Discovery and validation of a prostate cancer genomic classifier that predicts early metastasis following radical prostatectomy. PLoS ONE 2013, 8, e66855. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Cuzick, J.; Swanson, G.P.; Fisher, G.; Brothman, A.R.; Berney, D.M.; Reid, J.E.; Mesher, D.; Speights, V.O.; Stankiewicz, E.; Foster, C.S.; et al. Prognostic value of an RNA expression signature derived from cell cycle proliferation genes in patients with prostate cancer: A retrospective study. Lancet Oncol. 2011, 12, 245–255. [Google Scholar] [CrossRef] [Green Version]
- Cuzick, J.; Berney, D.M.; Fisher, G.; Mesher, D.; Moller, H.; Reid, J.E.; Perry, M.; Park, J.; Younus, A.; Gutin, A.; et al. Prognostic value of a cell cycle progression signature for prostate cancer death in a conservatively managed needle biopsy cohort. Br. J. Cancer 2012, 106, 1095–1099. [Google Scholar] [CrossRef] [Green Version]
- Klein, E.A.; Cooperberg, M.R.; Magi-Galluzzi, C.; Simko, J.P.; Falzarano, S.M.; Maddala, T.; Chan, J.M.; Li, J.; Cowan, J.E.; Tsiatis, A.C.; et al. A 17-gene assay to predict prostate cancer aggressiveness in the context of Gleason grade heterogeneity, tumor multifocality, and biopsy undersampling. Eur. Urol. 2014, 66, 550–560. [Google Scholar] [CrossRef] [Green Version]
- Lujambio, A.; Esteller, M. How epigenetics can explain human metastasis: A new role for microRNAs. Cell Cycle 2009, 8, 377–382. [Google Scholar] [CrossRef]
- Widschwendter, M.; Jones, P.A. DNA methylation and breast carcinogenesis. Oncogene 2002, 21, 5462–5482. [Google Scholar] [CrossRef] [Green Version]
- Chimonidou, M.; Strati, A.; Tzitzira, A.; Sotiropoulou, G.; Malamos, N.; Georgoulias, V.; Lianidou, E.S. DNA methylation of tumor suppressor and metastasis suppressor genes in circulating tumor cells. Clin. Chem. 2011, 57, 1169–1177. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Sieuwerts, A.M.; Mostert, B.; Bolt-de Vries, J.; Peeters, D.; de Jongh, F.E.; Stouthard, J.M.; Dirix, L.Y.; van Dam, P.A.; Van Galen, A.; de Weerd, V.; et al. mRNA and microRNA expression profiles in circulating tumor cells and primary tumors of metastatic breast cancer patients. Clin. Cancer Res. 2011, 17, 3600–3618. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Berdasco, M.; Esteller, M. Clinical epigenetics: Seizing opportunities for translation. Nat. Rev. Genet. 2019, 20, 109–127. [Google Scholar] [CrossRef]
- Warton, K.; Samimi, G. Methylation of cell-free circulating DNA in the diagnosis of cancer. Front. Mol. Biosci. 2015, 2, 13. [Google Scholar] [CrossRef] [PubMed]
- Jeronimo, C.; Henrique, R. Epigenetic biomarkers in urological tumors: A systematic review. Cancer Lett. 2014, 342, 264–274. [Google Scholar] [CrossRef]
- Sharma, S.; Kelly, T.K.; Jones, P.A. Epigenetics in cancer. Carcinogenesis 2010, 31, 27–36. [Google Scholar] [CrossRef]
- Feinberg, A.P.; Vogelstein, B. Hypomethylation distinguishes genes of some human cancers from their normal counterparts. Nature 1983, 301, 89–92. [Google Scholar] [CrossRef]
- Jeronimo, C.; Bastian, P.J.; Bjartell, A.; Carbone, G.M.; Catto, J.W.; Clark, S.J.; Henrique, R.; Nelson, W.G.; Shariat, S.F. Epigenetics in prostate cancer: Biologic and clinical relevance. Eur. Urol. 2011, 60, 753–766. [Google Scholar] [CrossRef] [PubMed]
- Kulis, M.; Esteller, M. DNA methylation and cancer. Adv. Genet. 2010, 70, 27–56. [Google Scholar] [CrossRef] [PubMed]
- Goldberg, A.D.; Allis, C.D.; Bernstein, E. Epigenetics: A landscape takes shape. Cell 2007, 128, 635–638. [Google Scholar] [CrossRef] [Green Version]
- Sweet, T.J.; Ting, A.H. Women in cancer thematic review: Diverse functions of DNA methylation: Implications for prostate cancer and beyond. Endocr. Relat. Cancer 2016, 23, T169–T178. [Google Scholar] [CrossRef] [Green Version]
- Laird, P.W. The power and the promise of DNA methylation markers. Nat. Rev. Cancer 2003, 3, 253–266. [Google Scholar] [CrossRef]
- Koch, A.; Joosten, S.C.; Feng, Z.; de Ruijter, T.C.; Draht, M.X.; Melotte, V.; Smits, K.M.; Veeck, J.; Herman, J.G.; Van Neste, L.; et al. Analysis of DNA methylation in cancer: Location revisited. Nat. Rev. Clin. Oncol. 2018, 15, 459–466. [Google Scholar] [CrossRef] [PubMed]
- Taryma-Lesniak, O.; Sokolowska, K.E.; Wojdacz, T.K. Current status of development of methylation biomarkers for in vitro diagnostic IVD applications. Clin. Epigenet. 2020, 12, 100. [Google Scholar] [CrossRef] [PubMed]
- Pajares, M.J.; Palanca-Ballester, C.; Urtasun, R.; Alemany-Cosme, E.; Lahoz, A.; Sandoval, J. Methods for analysis of specific DNA methylation status. Methods 2021, 187, 3–12. [Google Scholar] [CrossRef] [PubMed]
- Strand, S.H.; Orntoft, T.F.; Sorensen, K.D. Prognostic DNA methylation markers for prostate cancer. Int. J. Mol. Sci. 2014, 15, 16544–16576. [Google Scholar] [CrossRef] [Green Version]
- Wu, A.; Cremaschi, P.; Wetterskog, D.; Conteduca, V.; Franceschini, G.M.; Kleftogiannis, D.; Jayaram, A.; Sandhu, S.; Wong, S.Q.; Benelli, M.; et al. Genome-wide plasma DNA methylation features of metastatic prostate cancer. J. Clin. Investig. 2020, 130, 1991–2000. [Google Scholar] [CrossRef]
- Romanel, A.; Gasi Tandefelt, D.; Conteduca, V.; Jayaram, A.; Casiraghi, N.; Wetterskog, D.; Salvi, S.; Amadori, D.; Zafeiriou, Z.; Rescigno, P.; et al. Plasma AR and abiraterone-resistant prostate cancer. Sci. Transl. Med. 2015, 7, 310–312. [Google Scholar] [CrossRef] [Green Version]
- Conteduca, V.; Wetterskog, D.; Sharabiani, M.T.A.; Grande, E.; Fernandez-Perez, M.P.; Jayaram, A.; Salvi, S.; Castellano, D.; Romanel, A.; Lolli, C.; et al. Androgen receptor gene status in plasma DNA associates with worse outcome on enzalutamide or abiraterone for castration-resistant prostate cancer: A multi-institution correlative biomarker study. Ann. Oncol. 2017, 28, 1508–1516. [Google Scholar] [CrossRef] [PubMed]
- Friedlander, T.W.; Roy, R.; Tomlins, S.A.; Ngo, V.T.; Kobayashi, Y.; Azameera, A.; Rubin, M.A.; Pienta, K.J.; Chinnaiyan, A.; Ittmann, M.M.; et al. Common structural and epigenetic changes in the genome of castration-resistant prostate cancer. Cancer Res. 2012, 72, 616–625. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Friedlander, T.W.; Ngo, V.T.; Dong, H.; Premasekharan, G.; Weinberg, V.; Doty, S.; Zhao, Q.; Gilbert, E.G.; Ryan, C.J.; Chen, W.T.; et al. Detection and characterization of invasive circulating tumor cells derived from men with metastatic castration-resistant prostate cancer. Int. J. Cancer 2014, 134, 2284–2293. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Zavridou, M.; Strati, A.; Bournakis, E.; Smilkou, S.; Tserpeli, V.; Lianidou, E. Prognostic Significance of Gene Expression and DNA Methylation Markers in Circulating Tumor Cells and Paired Plasma Derived Exosomes in Metastatic Castration Resistant Prostate Cancer. Cancers 2021, 13, 780. [Google Scholar] [CrossRef] [PubMed]
- Paller, C.J.; Piana, D.; Eshleman, J.R.; Riel, S.; Denmeade, S.R.; Isaacsson Velho, P.; Rowe, S.P.; Pomper, M.G.; Antonarakis, E.S.; Luo, J.; et al. A pilot study of prostate-specific membrane antigen (PSMA) dynamics in men undergoing treatment for advanced prostate cancer. Prostate 2019, 79, 1597–1603. [Google Scholar] [CrossRef]
- Strati, A.; Zavridou, M.; Bournakis, E.; Mastoraki, S.; Lianidou, E. Expression pattern of androgen receptors, AR-V7 and AR-567es, in circulating tumor cells and paired plasma-derived extracellular vesicles in metastatic castration resistant prostate cancer. Analyst 2019, 144, 6671–6680. [Google Scholar] [CrossRef]
- Lokhandwala, P.M.; Riel, S.L.; Haley, L.; Lu, C.; Chen, Y.; Silberstein, J.; Zhu, Y.; Zheng, G.; Lin, M.T.; Gocke, C.D.; et al. Analytical Validation of Androgen Receptor Splice Variant 7 Detection in a Clinical Laboratory Improvement Amendments (CLIA) Laboratory Setting. J. Mol. Diagn. 2017, 19, 115–125. [Google Scholar] [CrossRef] [Green Version]
- El-Heliebi, A.; Hille, C.; Laxman, N.; Svedlund, J.; Haudum, C.; Ercan, E.; Kroneis, T.; Chen, S.; Smolle, M.; Rossmann, C.; et al. In Situ Detection and Quantification of AR-V7, AR-FL, PSA, and KRAS Point Mutations in Circulating Tumor Cells. Clin. Chem. 2018, 64, 536–546. [Google Scholar] [CrossRef] [Green Version]
- Sharp, A.; Welti, J.C.; Lambros, M.B.K.; Dolling, D.; Rodrigues, D.N.; Pope, L.; Aversa, C.; Figueiredo, I.; Fraser, J.; Ahmad, Z.; et al. Clinical Utility of Circulating Tumour Cell Androgen Receptor Splice Variant-7 Status in Metastatic Castration-resistant Prostate Cancer. Eur. Urol. 2019, 76, 676–685. [Google Scholar] [CrossRef] [Green Version]
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Flores, B.C.T.; Correia, M.P.; Rodríguez, J.G.; Henrique, R.; Jerónimo, C. Bridging the Gaps between Circulating Tumor Cells and DNA Methylation in Prostate Cancer. Cancers 2021, 13, 4209. https://doi.org/10.3390/cancers13164209
Flores BCT, Correia MP, Rodríguez JG, Henrique R, Jerónimo C. Bridging the Gaps between Circulating Tumor Cells and DNA Methylation in Prostate Cancer. Cancers. 2021; 13(16):4209. https://doi.org/10.3390/cancers13164209
Chicago/Turabian StyleFlores, Bianca C. T., Margareta P. Correia, José G. Rodríguez, Rui Henrique, and Carmen Jerónimo. 2021. "Bridging the Gaps between Circulating Tumor Cells and DNA Methylation in Prostate Cancer" Cancers 13, no. 16: 4209. https://doi.org/10.3390/cancers13164209
APA StyleFlores, B. C. T., Correia, M. P., Rodríguez, J. G., Henrique, R., & Jerónimo, C. (2021). Bridging the Gaps between Circulating Tumor Cells and DNA Methylation in Prostate Cancer. Cancers, 13(16), 4209. https://doi.org/10.3390/cancers13164209