Motivation: Simulations of cancer evolution are highly useful to study the effects of selection and mutation rates on cellular fitness. However, most methods are either lattice-based and cannot simulate realistically sized tumours, or they omit spatial constraints and lack the clonal dynamics of real-world tumours.Results: Stochastic model of intra-tumour heterogeneity (SMITH) is an efficient and explainable model of cancer evolution that combines a branching process with a new confinement mechanism limiting clonal growth based on the size of the individual clones as well as the overall tumour population. We demonstrate how confinement is sufficient to induce the rich clonal dynamics observed in spatial models and cancer samples across tumour types, while allowing for a clear geometric interpretation and simulation of 1 billion cells within a few minutes on a desktop PC.
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Fdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, ItalyFdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, Italy
Sangaletti, Sabina
Iannelli, Fabio
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FIRC Inst Mol Oncol, IFOM, Bioinformat Core Unit, Milan, ItalyFdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, Italy
Iannelli, Fabio
Zanardi, Federica
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FIRC Inst Mol Oncol, IFOM, Bioinformat Core Unit, Milan, ItalyFdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, Italy
Zanardi, Federica
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Cancila, Valeria
Portararo, Paola
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Fdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, ItalyFdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, Italy
Portararo, Paola
Botti, Laura
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Fdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, ItalyFdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, Italy
Botti, Laura
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Vacca, Davide
Chiodoni, Claudia
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Fdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, ItalyFdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, Italy
Chiodoni, Claudia
Di Napoli, Arianna
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Sapienza Univ Rome, Pathol Unit, St Andrea Hosp, Rome, ItalyFdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, Italy
Di Napoli, Arianna
Valenti, Cesare
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Univ Palermo, Dept Math & Informat, Palermo, ItalyFdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, Italy
Valenti, Cesare
Rizzello, Celeste
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Fdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, ItalyFdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, Italy
Rizzello, Celeste
Vegliante, Maria Carmela
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IRCCS Ist Tumori Giovanni Paolo II, Hematol & Cell Therapy Unit, Bari, ItalyFdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, Italy
Vegliante, Maria Carmela
Pisati, Federica
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FIRC Inst Mol Oncol, Tumor & Microenvironm Histopathol Unit, IFOM, Milan, ItalyFdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, Italy
Pisati, Federica
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Gulino, Alessandro
Ponzoni, Maurilio
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Vita Salute San Raffaele Univ Milan, IRCCS San Raffaele Sci Inst, Pathol Unit, Milan, ItalyFdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, Italy
Ponzoni, Maurilio
Colombo, Mario Paolo
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Fdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, ItalyFdn IRCCS Ist Nazl Tumori, Mol Immunol Unit, Milan, Italy
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UCL, Inst Canc, Translat Canc Therapeut Lab, London, England
Canc Res UK London Res Inst, Translat Canc Therapeut Lab, London WC2A 3PX, EnglandUCL, Inst Canc, Translat Canc Therapeut Lab, London, England