Título: Modeling and analysis of gene expression arrays
Autores: Duggar, Keith Howard, 1976-
Fecha: 2005-10-14
2005-10-14
2004
2004
Publicador: MIT
Fuente:
Tipo: Thesis
Tema: Chemical Engineering.
Descripción: Gene expression arrays are a technology used to measure quantities of messenger ribonucleic acid (mRNA). Application of the technology involves a variety of physical processes beginning with the acquisition of mRNA samples and ending with the fluorescence imaging of a gene expression array. This thesis examines these physical processes, develops a mechanistic model, and derives the analysis procedure based on the model. Chief advantages of this approach are that it accounts for certain previously unexplained array phenomena and is based in a clear way on physical knowledge allowing non-arbitrary determination of both the probability that any given gene has altered expression ratio relative to a control as well as the magnitude of this induction or repression. We demonstrate its use on simulated and real array data, and show that a considerable amount of previously unrecognized information concerning gene expression differences is inherent in the array measurements.
by Keith Howard Duggar.
Thesis (Ph. D.)--Massachusetts Institute of Technology, Dept. of Chemical Engineering, 2004.
Includes bibliographical references (p. 65-66).
Idioma: Inglés

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