Multiplex protein detection on circulating tumor cells from liquid biopsies using imaging mass cytometry
Status PubMed-not-MEDLINE Jazyk angličtina Země Velká Británie, Anglie Médium print-electronic
Typ dokumentu časopisecké články
Grantová podpora
HHSN261200800001C
NCI NIH HHS - United States
HHSN261200800001E
NCI NIH HHS - United States
PubMed
30906572
PubMed Central
PMC6430142
DOI
10.1088/2057-1739/aaa013
PII: 015002
Knihovny.cz E-zdroje
- Publikační typ
- časopisecké články MeSH
Molecular analysis of circulating and disseminated tumor cells (CTCs/DTCs) has great potential as a means for continuous evaluation of prognosis and treatment efficacy in near-real time through minimally invasive liquid biopsies. To realize this potential, however, methods for molecular analysis of these rare cells must be developed and validated. Here, we describe the integration of imaging mass cytometry (IMC) using metal-labeled antibodies as implemented on the Fluidigm Hyperion Imaging System into the workflow of the previously established High Definition Single Cell Analysis (HD-SCA) assay for liquid biopsies, along with methods for image analysis and signal normalization. Using liquid biopsies from a metastatic prostate cancer case, we demonstrate that IMC can extend the reach of CTC characterization to include dozens of protein biomarkers, with the potential to understand a range of biological properties that could affect therapeutic response, metastasis and immune surveillance when coupled with simultaneous phenotyping of thousands of leukocytes.
Aerospace and Mechanical Engineering University of Southern California Los Angeles CA
Biological Sciences University of Southern California Los Angeles CA
Biomedical Engineering University of Southern California Los Angeles CA
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Baca Q, Cosma A, Nolan G, Gaudilliere B. The road ahead: Implementing mass cytometry in clinical studies, one cell at a time. Cytometry Part B, Clinical cytometry 2017;92(1): 10–1. PubMed PMC
Spitzer MH, Nolan GP. Mass Cytometry: Single Cells, Many Features. Cell 2016;165(4):780–91. PubMed PMC
Bandura DR, Baranov VI, Ornatsky OI, Antonov A, Kinach R, Lou X, Pavlov S, Vorobiev S, Dick JE, Tanner SD. Mass cytometry: technique for real time single cell multitarget immunoassay based on inductively coupled plasma time-of-flight mass spectrometry. Analytical chemistry 2009;81(16):6813–22. PubMed
Wang HA, Grolimund D, Giesen C, Borca CN, Shaw-Stewart JR, Bodenmiller B, Gunther D. Fast chemical imaging at high spatial resolution by laser ablation inductively coupled plasma mass spectrometry. Analytical chemistry 2013;85(21): 10107–16. PubMed
Giesen C, et al. Highly multiplexed imaging of tumor tissues with subcellular resolution by mass cytometry. Nature Methods 2014;11(4):417–22. PubMed
Marrinucci D, et al. Fluid biopsy in patients with metastatic prostate, pancreatic and breast cancers. Physical biology 2012;9(1):016003. PubMed PMC
Dago AE, et al. Rapid phenotypic and genomic change in response to therapeutic pressure in prostate cancer inferred by high content analysis of single circulating tumor cells. PloS One 2014;9(8):e101777. PubMed PMC
Carlsson A, Kuhn P, Luttgen MS, Dizon KK, Troncoso P, Corn PG, Kolatkar A, Hicks JB, Logothetis CJ, Zurita AJ. Paired High-Content Analysis of Prostate Cancer Cells in Bone Marrow and Blood Characterizes Increased Androgen Receptor Expression in Tumor Cell Clusters. Clinical cancer research : an official journal of the American Association for Cancer Research 2017;23(7): 1722–32. PubMed PMC
Scher HI, 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 Oncology 2016;2:1441–1449. PubMed PMC
Pau G, Fuchs F, Sklyar O, Boutros M, Huber W. EBImage--an R package for image processing with applications to cellular phenotypes. Bioinformatics. 2010;26(7):979–81. PubMed PMC
ICH. Q2, Validation of Anlytical Procedures: Test and Methodology. Federal Register 2005.
Amir el-AD, Davis KL, Tadmor MD, Simonds EF, Levine JH, Bendall SC, Shenfeld DK, Krishnaswamy S, Nolan GP, Pe'er D. viSNE enables visualization of high dimensional single-cell data and reveals phenotypic heterogeneity of leukemia. Nature Biotechnology 2013;31(6):545–52. PubMed PMC
Ghosh A, Heston WD. Tumor target prostate specific membrane antigen (PSMA) and its regulation in prostate cancer. Journal of Cellular Biochemistry 2004;91(3):528–39. PubMed
J Jiang YG, Luo Y, He DL, Li X, Zhang LL, Peng T, Li MC, Lin YH. Role of Wnt/beta-catenin signaling pathway in epithelial-mesenchymal transition of human prostate cancer induced by hypoxia-inducible factor-1alpha. International Journal of Urology: official journal of the Japanese Urological Association 2007; 14(11): 1034–9. PubMed
Hurt EM, Kawasaki BT, Klarmann GJ, Thomas SB, Farrar WL. CD44+ CD24(−) prostate cells are early cancer progenitor/stem cells that provide a model for patients with poor prognosis. British journal of cancer 2008;98(4):756–65. PubMed PMC
Zola H, et al. CD molecules 2005: human cell differentiation molecules. Blood 2005;106(9):3123–6. PubMed
Luo W, Tapolsky M, Earley K, Wood CG, Wilson DR, Logothetis CJ, Lin SH. Tumor-suppressive activity of CD66a in prostate cancer. Cancer Gene Therapy 1999;6(4):313–21. PubMed
Beucher S (1994) Watershed, Hierarchical Segmentation and Waterfall Algorithm In: Serra J, Soille P (eds) Mathematical Morphology and Its Applications to Image Processing. Computational Imaging and Vision, vol 2 Springer, Dordrecht.
Jones TR, Carpenter A, Golland P. Voronoi-based segmentation of cells on image manifolds. Lect Notes Comput Sc 2005;3765:535–43.
Tricot S, et al. Evaluating the efficiency of isotope transmission for improved panel design and a comparison of the detection sensitivities of mass cytometer instruments. Cytometry Part A: The Journal of the International Society for Analytical Cytology 2015;87(4):357–68. PubMed
Finck R, Simonds EF, Jager A, Krishnaswamy S, Sachs K, Fantl W, Pe'er D, Nolan GP, Bendall SC. Normalization of mass cytometry data with bead standards. Cytometry Part A: The Journal of the International Society for Analytical Cytology 2013;83(5):483–94. PubMed PMC
Lazar DC, Cho EH, Luttgen MS, Metzner TJ, Uson ML, Torrey M, Gross ME, Kuhn P. Cytometric comparisons between circulating tumor cells from prostate cancer patients and the prostate-tumor-derived LNCaP cell line. Physical Biology 2012;9(1):016002. PubMed PMC
Heinlein CA, Chang C. Androgen receptor in prostate cancer. Endocrine reviews 2004;25(2):276–308 PubMed
Brooimans RA, Kraan J, van Putten W, Cornelissen JJ, Lowenberg B, Gratama JW. Flow cytometric differential of leukocyte populations in normal bone marrow: influence of peripheral blood contamination. Cytometry Part B, Clinical cytometry 2009;76(1): 18–26. PubMed
Mohme M, Riethdorf S, Pantel K. Circulating and disseminated tumour cells - mechanisms of immune surveillance and escape. Nature reviews Clinical oncology 2017;14(3): 155–67. PubMed
Gruber I, Landenberger N, Staebler A, Hahn M, Wallwiener D, Fehm T. Relationship between circulating tumor cells and peripheral T-cells in patients with primary breast cancer. Anticancer Research. 2013;33(5):2233–8. PubMed
Wistuba-Hamprecht K, et al. Establishing High Dimensional Immune Signatures from Peripheral Blood via Mass Cytometry in a Discovery Cohort of Stage IV Melanoma Patients. Journal of Immunology 2017;198(2):927–36. PubMed
Howat WJ, Lewis A, Jones P, Kampf C, Ponten F, van der Loos CM, Gray N, Womack C, Warford A. Antibody validation of immunohistochemistry for biomarker discovery: recommendations of a consortium of academic and pharmaceutical based histopathology researchers. Methods 2014;70(1):34–8. PubMed PMC
Uhlen M, et al. A proposal for validation of antibodies. Nature Methods 2016;13(10):823–7. PubMed PMC