Detection of cancer before distant metastasis

被引:59
作者
Coumans, Frank A. W. [1 ]
Siesling, Sabine [2 ,3 ]
Terstappen, Leon W. M. M. [1 ]
机构
[1] Univ Twente, MIRA Inst, Med Cell BioPhys Grp, NL-7522 NH Enschede, Netherlands
[2] Comprehens Canc Ctr Netherlands, Dept Res, NL-3500 DB Utrecht, Netherlands
[3] Univ Twente, MIRA Inst Biomed Technol & Tech Med, Dept HTSR, NL-7522 NH Enschede, Netherlands
关键词
Metastasis; Diagnostic imaging; Modeling; Tumor size; Circulating tumor cells; CIRCULATING TUMOR-CELLS; HUMAN BREAST-CANCER; GENE-EXPRESSION; GROWTH-RATE; PROGNOSTIC-SIGNIFICANCE; PULMONARY METASTASES; BONE-MARROW; PERIPHERAL-BLOOD; SURVIVAL; DISSEMINATION;
D O I
10.1186/1471-2407-13-283
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: To establish a distant metastasis (DM) cells must disseminate from the primary tumor and overcome a series of obstacles, the metastatic cascade. In this study we develop a mathematical model for this cascade to estimate the tumor size and the circulating tumor cell (CTC) load before the first metastasis has formed from a primary breast cancer tumor. Methods: The metastatic cascade is described in discrete steps: 1. local tumor growth; 2. dissemination into circulation; 3. survival in circulation; 4. extravasation into tissue; and 5. growth into a metastasis. The model was built using data and relationships described in the literature to predict the relationship between tumor size and probability of distant metastasis for 38715 patients with surgically removed TXNXM0 primary breast cancer from the Netherlands Cancer Registry. The model was calibrated using primary tumor size, probability of distant metastasis and time to distant metastasis for 1489 patients with stage T1BNXM0 (25% of total patients with T1BNXM0). Validation of the model was done with data for all patients. Results: From the time to distant metastasis of these 38715 breast cancer patients, we determined a tumor doubling time of 1.7 +/- 0.9 months. Fitting the data for 25% of T-1B patients estimates a metastatic efficiency of 1 metastasis formed per 60 million disseminated tumor cells. Validation of the model to data of patients in all T-stages shows good agreement between model and epidemiological data. To reduce the 5-year risk of distant metastasis for TXNXM0 from 9.2% to 1.0%, the primary tumor needs to be detected and removed before it reaches a diameter of 2.7 +/- 1.6 mm. At this size, the model predicts that there will be 9 +/- 6 CTC/L blood. Conclusions: To reduce the rate of distant metastasis in surgically treated TXNXM0 breast cancer to 1%, imaging technology will need to be able to detect lesions of 2.7 mm in diameter or smaller. Before CTC detection can be applied in the early disease setting, sensitivity will need to be improved by at least 15-fold and combined with technology that minimizes false positives.
引用
收藏
页数:12
相关论文
共 77 条
[1]  
Abe O, 2005, LANCET, V366, P2087, DOI 10.1016/s0140-6736(05)66544-0
[2]   Cytokeratin-positive cells in the bone marrow and survival of patients with stage I, II, or III breast cancer. [J].
Braun, S ;
Pantel, K ;
Muller, P ;
Janni, W ;
Hepp, F ;
Kentenich, CRM ;
Gastroph, S ;
Wischnik, A ;
Dimpfl, T ;
Kindermann, G ;
Riethmuller, G ;
Schlimok, G .
NEW ENGLAND JOURNAL OF MEDICINE, 2000, 342 (08) :525-533
[3]   A pooled analysis of bone marrow micrometastasis in breast cancer [J].
Braun, S ;
Vogl, FD ;
Naume, B ;
Janni, W ;
Osborne, MP ;
Coombes, RC ;
Schlimok, G ;
Diel, IJ ;
Gerber, B ;
Gebauer, G ;
Pierga, JY ;
Marth, C ;
Oruzio, D ;
Wiedswang, G ;
Solomayer, EF ;
Kundt, G ;
Strobl, B ;
Fehm, T ;
Wong, GYC ;
Bliss, J ;
Vincent-Salomon, A ;
Pantel, K .
NEW ENGLAND JOURNAL OF MEDICINE, 2005, 353 (08) :793-802
[4]  
BUTLER TP, 1975, CANCER RES, V35, P512
[5]   Dissemination and growth of cancer cells in metastatic sites [J].
Chambers, AF ;
Groom, AC ;
MacDonald, IC .
NATURE REVIEWS CANCER, 2002, 2 (08) :563-572
[6]   Steps in tumor metastasis: New concepts from intravital videomicroscopy [J].
Chambers, AF ;
MacDonald, IC ;
Schmidt, EE ;
Koop, S ;
Morris, VL ;
Khokha, R ;
Groom, AC .
CANCER AND METASTASIS REVIEWS, 1995, 14 (04) :279-301
[7]   Relationship of circulating tumor cells to tumor response, progression-free survival, and overall survival in patients with metastatic colorectal cancer [J].
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. .
JOURNAL OF CLINICAL ONCOLOGY, 2008, 26 (19) :3213-3221
[8]   Challenges in the Enumeration and Phenotyping of CTC [J].
Coumans, Frank A. W. ;
Ligthart, Sjoerd T. ;
Uhr, Jonathan W. ;
Terstappen, Leon W. M. M. .
CLINICAL CANCER RESEARCH, 2012, 18 (20) :5711-5718
[9]   Circulating tumor cells, disease progression, and survival in metastatic breast cancer [J].
Cristofanilli, M ;
Budd, GT ;
Ellis, MJ ;
Stopeck, A ;
Matera, J ;
Miller, MC ;
Reuben, JM ;
Doyle, GV ;
Allard, WJ ;
Terstappen, LWMM ;
Hayes, DF .
NEW ENGLAND JOURNAL OF MEDICINE, 2004, 351 (08) :781-791
[10]   Measurement of gene expression in archival paraffin-embedded tissues - Development and performance of a 92-gene reverse transcriptase-polymerase chain reaction assay [J].
Cronin, M ;
Pho, M ;
Dutta, D ;
Stephans, JC ;
Shak, S ;
Kiefer, MC ;
Esteban, JM ;
Baker, JB .
AMERICAN JOURNAL OF PATHOLOGY, 2004, 164 (01) :35-42