Author summary The majority of cancer related deaths are due to the development of secondary tumors called metastases. However, the dynamics of metastases establishment and growth and their relation with the primary tumor evolution are still not clear. A standard treatment starts with the resection of the primary tumor. At this time metastases may have already formed and still be too small to be detected. The presence of only undetectable metastases poses a challenge for deciding on the follow-up therapy. These small metastases could grow to a detectable size-thus leading to a recurrence of the disease-some time after surgery. We are interested in this time until cancer relapse. We present a mathematical model of metastases formation using tools from probability theory and estimate the model parameters for five different cancer types. Our predictions for the probability of visible metastases present at surgery and the mean time to relapse when no visible metastases are found at surgery are both in agreement with clinical data. As cancer advances, cells often spread from the primary tumor to other parts of the body and form metastases. This is the main cause of cancer related mortality. Here we investigate a conceptually simple model of metastasis formation where metastatic lesions are initiated at a rate which depends on the size of the primary tumor. The evolution of each metastasis is described as an independent branching process. We assume that the primary tumor is resected at a given size and study the earliest time at which any metastasis reaches a minimal detectable size. The parameters of our model are estimated independently for breast, colorectal, headneck, lung and prostate cancers. We use these estimates to compare predictions from our model with values reported in clinical literature. For some cancer types, we find a remarkably wide range of resection sizes such that metastases are very likely to be present, but none of them are detectable. Our model predicts that only very early resections can prevent recurrence, and that small delays in the time of surgery can significantly increase the recurrence probability.
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Univ Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, FranceUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Adam, Rene
de Gramont, Aimery
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Franco British Inst, Levallois Perret, FranceUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
de Gramont, Aimery
Figueras, Joan
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Dr Josep Trueta Hosp, Inst Invest Biomed IDIBGi, Dept Surg, Hepatobiliary & Pancreat Surg Unit, Girona, SpainUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Figueras, Joan
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Kokudo, Norihiro
Kunstlinger, Francis
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Univ Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, FranceUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Kunstlinger, Francis
Loyer, Evelyne
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Univ Texas MD Anderson Canc Ctr, Div Diagnost Imaging, Dept Diagnost Radiol, Houston, TX 77030 USAUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Loyer, Evelyne
Poston, Graeme
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Aintree Univ Hosp NHS Fdn Trust, Univ Liverpool, Dept Surg, Sch Translat Studies, Liverpool, Merseyside, EnglandUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Poston, Graeme
Rougier, Philippe
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Univ Paris 05, Digest Oncol Dept, Hop Europeen Georges Pompidou, F-75270 Paris 06, France
AP HP Paris, Paris, FranceUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Rougier, Philippe
Rubbia-Brandt, Laura
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Univ Hosp Geneva, Dept Pathol, Fac Med, Geneva, SwitzerlandUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Rubbia-Brandt, Laura
Sobrero, Alberto
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IRCCS San Martino IST, Med Oncol, Genoa, ItalyUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Sobrero, Alberto
Teh, Catherine
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Natl Kidney & Transplant Inst, Ctr Liver, Quezon City, Philippines
Natl Kidney & Transplant Inst, Dept Surg, Quezon City, PhilippinesUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Teh, Catherine
Tejpar, Sabine
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h-index: 0
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Univ Hosp Leuven, Digest Oncol, Leuven, Belgium
Katholieke Univ Leuven, Leuven, BelgiumUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Tejpar, Sabine
Van Cutsem, Eric
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h-index: 0
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Univ Hosp Leuven, Digest Oncol, Leuven, Belgium
Katholieke Univ Leuven, Leuven, BelgiumUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Van Cutsem, Eric
Vauthey, Jean-Nicolas
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Univ Texas MD Anderson Canc Ctr, Dept Surg Oncol, Houston, TX 77030 USAUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Vauthey, Jean-Nicolas
Pahlman, Lars
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Univ Uppsala Hosp, Dept Surg Sci, Uppsala, SwedenUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
机构:
Univ Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, FranceUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Adam, Rene
de Gramont, Aimery
论文数: 0引用数: 0
h-index: 0
机构:
Franco British Inst, Levallois Perret, FranceUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
de Gramont, Aimery
Figueras, Joan
论文数: 0引用数: 0
h-index: 0
机构:
Dr Josep Trueta Hosp, Inst Invest Biomed IDIBGi, Dept Surg, Hepatobiliary & Pancreat Surg Unit, Girona, SpainUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Figueras, Joan
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机构:
Kokudo, Norihiro
Kunstlinger, Francis
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, FranceUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Kunstlinger, Francis
Loyer, Evelyne
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas MD Anderson Canc Ctr, Div Diagnost Imaging, Dept Diagnost Radiol, Houston, TX 77030 USAUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Loyer, Evelyne
Poston, Graeme
论文数: 0引用数: 0
h-index: 0
机构:
Aintree Univ Hosp NHS Fdn Trust, Univ Liverpool, Dept Surg, Sch Translat Studies, Liverpool, Merseyside, EnglandUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Poston, Graeme
Rougier, Philippe
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris 05, Digest Oncol Dept, Hop Europeen Georges Pompidou, F-75270 Paris 06, France
AP HP Paris, Paris, FranceUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Rougier, Philippe
Rubbia-Brandt, Laura
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hosp Geneva, Dept Pathol, Fac Med, Geneva, SwitzerlandUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Rubbia-Brandt, Laura
Sobrero, Alberto
论文数: 0引用数: 0
h-index: 0
机构:
IRCCS San Martino IST, Med Oncol, Genoa, ItalyUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Sobrero, Alberto
Teh, Catherine
论文数: 0引用数: 0
h-index: 0
机构:
Natl Kidney & Transplant Inst, Ctr Liver, Quezon City, Philippines
Natl Kidney & Transplant Inst, Dept Surg, Quezon City, PhilippinesUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Teh, Catherine
Tejpar, Sabine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hosp Leuven, Digest Oncol, Leuven, Belgium
Katholieke Univ Leuven, Leuven, BelgiumUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Tejpar, Sabine
Van Cutsem, Eric
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hosp Leuven, Digest Oncol, Leuven, Belgium
Katholieke Univ Leuven, Leuven, BelgiumUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Van Cutsem, Eric
Vauthey, Jean-Nicolas
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas MD Anderson Canc Ctr, Dept Surg Oncol, Houston, TX 77030 USAUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France
Vauthey, Jean-Nicolas
Pahlman, Lars
论文数: 0引用数: 0
h-index: 0
机构:
Univ Uppsala Hosp, Dept Surg Sci, Uppsala, SwedenUniv Paris Sud, Ctr Hepatobiliaire, Hop Paul Brousse, AP HP, Villejuif, France