Heterogeneity in Multistage Carcinogenesis / Najlacnejšie knihy
Heterogeneity in Multistage Carcinogenesis

Kód: 06948738

Heterogeneity in Multistage Carcinogenesis

Autor Sandro Gsteiger

Carcinogenesis is commonly described as a multistage §process. In a first step, a stem cell is transformed §via a series of mutations into an intermediate cell §having a growth advantage. Under favorable §conditions, such a cell w ... celý popis

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Viac informácií o knihe Heterogeneity in Multistage Carcinogenesis

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Anotácia knihy

Carcinogenesis is commonly described as a multistage §process. In a first step, a stem cell is transformed §via a series of mutations into an intermediate cell §having a growth advantage. Under favorable §conditions, such a cell will give rise to a clone of §initiated cells. At some point, further alterations §may transform a cell out of this clone into a §malignant tumor cell. A mechanistic model of this §process is given by the widely used two-stage clonal §expansion model. In this text, Sandro Gsteiger §studies how to introduce population heterogeneity §into this model. Mixture modeling, which allows to §describe frailty in a biologically meaningful way, §is used. First, the focus is on the theoretical §properties of the extended model. In particular §identifiability is discussed extensively. In a §second part, the model is fitted to human cancer §incidence data. A situation in which maximum §likelihood estimation fails is analyzed and §alternatives for statistical inference are §described. The applications show that good fits are §achieved only when the mixing distribution separates §the population clearly into a large virtually immune §group and into a small high risk group.

Parametre knihy

Zaradenie knihy Knihy po nemecky Naturwissenschaften, Medizin, Informatik, Technik Mathematik Mathematik - Sonstiges

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