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LUIGI AUGUGLIARO

A statistical calibration model for Affymetrix probe level data

  • Autori: Augugliaro, L; Mineo, A
  • Anno di pubblicazione: 2010
  • Tipologia: Capitolo o Saggio (Capitolo o saggio)
  • Parole Chiave: Calibration models, microarray data, pre-processing
  • OA Link: http://hdl.handle.net/10447/48600

Abstract

Gene expression microarrays allow a researcher to measure the simultane- ous response of thousands of genes to external conditions. Affymetrix GeneChip expression array technology has become a standard tool in medical research. Any- way, a preprocessing step is usually necessary in order to obtain a gene expression measure. Aim of this paper is to propose a calibration method to estimate the nom- inal concentration based on a nonlinear mixed model. This method is an enhance- ment of a method proposed in [13]. The relationship between raw intensities and concentration is obtained by using the Langmuir isotherm theory.