Automated identification of circulating tumor cells by image cytometry

被引:28
作者
Scholtens, Tycho M. [1 ]
Schreuder, Frederik [1 ]
Ligthart, Sjoerd T. [1 ]
Swennenhuis, Joost F. [1 ]
Greve, Jan [1 ]
Terstappen, Leon W. M. M. [1 ]
机构
[1] Univ Twente, Fac Sci & Technol, Dept Med Cell BioPhys, MIRA Res Inst, NL-7500 AE Enschede, Netherlands
关键词
CTC; cell analysis; image cytometry; TDI; automated classification; Random Forest; CANCER-PATIENTS; PERIPHERAL-BLOOD; PROGRESSION-FREE; CARCINOMA-CELLS; SURVIVAL; CLASSIFICATION; ENUMERATION; PREDICT; CHEMOTHERAPY; FRAGMENTS;
D O I
10.1002/cyto.a.22002
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Presence of circulating tumor cells (CTC), as detected by the CellSearch(R) System, in patients with metastatic carcinomas is associated with poor survival prospects. CellTracks TDI, a dedicated image cytometer, was developed to improve the enumeration of these rare CTC. The CellSearch System was used to enumerate CTC in 7.5 mL blood of 68 patients with cancer and 9 healthy controls. Cartridges containing the fluorescently labeled CTC from this system were reanalyzed using the image cytometer, which acquires images with a TDI camera using a 40x/0.6 NA objective and lasers as light source. Automated classification of events was performed by the Random Forest method using Matlab. An automated classifier was developed to classify events into CTC, apoptotic CTC, CTC debris, leukocytes, and debris not related to CTC. A high agreement in classification was obtained between the automated classifier and five expert reviewers. Comparison of images from the same events in CellTracks TDI and CellTracks Analyzer II shows improved resolution in fluorescence images and improved classification by adding bright-field images. Improved detection efficiency for CD45-APC avoids the classification of leukocytes nonspecifically binding to cytokeratin as CTC. The correlation between number of CTC detected in CellTracks TDI and CellTracks Analyzer II is good with a slope of 1.88 and a correlation coefficient of 0.87. Automated classification of events by CellTracks TDI eliminates the operator error in classification of events as CTC and permits quantitative assessment of parameters. The clinical relevance of various CTC definitions can now be investigated. (C) 2011 International Society for Advancement of Cytometry
引用
收藏
页码:138 / 148
页数:11
相关论文
共 59 条
  • [1] Abramoff M.D., 2004, Biophotonics International, V11, P36
  • [2] Characterization and enumeration of cells secreting tumor markers in the peripheral blood of breast cancer patients
    Alix-Panabières, C
    Brouillet, JP
    Fabbro, M
    Yssel, H
    Rousset, T
    Maudelonde, T
    Choquet-Kastylevsky, G
    Vendrell, JP
    [J]. JOURNAL OF IMMUNOLOGICAL METHODS, 2005, 299 (1-2) : 177 - 188
  • [3] Tumor cells circulate in the peripheral blood of all major carcinomas but not in healthy subjects or patients with nonmalignant diseases
    Allard, WJ
    Matera, J
    Miller, MC
    Repollet, M
    Connelly, MC
    Rao, C
    Tibbe, AGJ
    Uhr, JW
    Terstappen, LWMM
    [J]. CLINICAL CANCER RESEARCH, 2004, 10 (20) : 6897 - 6904
  • [4] Characterization of ERG, AR and PTEN Gene Status in Circulating Tumor Cells from Patients with Castration-Resistant Prostate Cancer
    Attard, Gerhardt
    Swermenhuis, Joost F.
    Olmos, David
    Reid, Alison H. M.
    Vickers, Elaine
    A'Hern, Roger
    Levink, Rianne
    Coumans, Frank
    Moreira, Joana
    Riisnaes, Ruth
    Oommen, Nikhil Babu
    Hawche, George
    Jameson, Charles
    Thompson, Emilda
    Sipkema, Ronald
    Carden, Craig P.
    Parker, Christopher
    Dearnaley, David
    Kaye, Stan B.
    Cooper, Colin S.
    Molina, Arturo
    Cox, Michael E.
    Terstappen, Leon W. M. M.
    de Bono, Johann S.
    [J]. CANCER RESEARCH, 2009, 69 (07) : 2912 - 2918
  • [5] Random forests
    Breiman, L
    [J]. MACHINE LEARNING, 2001, 45 (01) : 5 - 32
  • [6] Random forests
    Breiman, L
    [J]. MACHINE LEARNING, 2001, 45 (01) : 5 - 32
  • [8] Relationship of circulating tumor cells to tumor response, progression-free survival, and overall survival in patients with metastatic colorectal cancer
    Cohen, Steven J.
    Punt, Cornelis J. A.
    Iannotti, Nicholas
    Saidman, Bruce H.
    Sabbath, Kert D.
    Gabrail, Nashat Y.
    Picus, Joel
    Morse, Michael
    Mitchell, Edith
    Miller, M. Craig
    Doyle, Gerald V.
    Tissing, Henk
    Terstappen, Leon W. M. M.
    Meropol, Neal J.
    [J]. JOURNAL OF CLINICAL ONCOLOGY, 2008, 26 (19) : 3213 - 3221
  • [9] All circulating EpCAM+CK+CD45-objects predict overall survival in castration-resistant prostate cancer
    Coumans, F. A. W.
    Doggen, C. J. M.
    Attard, G.
    de Bono, J. S.
    Terstappen, L. W. M. M.
    [J]. ANNALS OF ONCOLOGY, 2010, 21 (09) : 1851 - 1857
  • [10] Circulating tumor cells, disease progression, and survival in metastatic breast cancer
    Cristofanilli, M
    Budd, GT
    Ellis, MJ
    Stopeck, A
    Matera, J
    Miller, MC
    Reuben, JM
    Doyle, GV
    Allard, WJ
    Terstappen, LWMM
    Hayes, DF
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2004, 351 (08) : 781 - 791