Estimation of correlation between various types of pixel intensities in a single spot

Karun, Kalesh M and Binu, VS and Nair, Sreekumaran N and Prasad, Manjunatha K and Prasad, Keerthana and Girisha, KM (2016) Estimation of correlation between various types of pixel intensities in a single spot. Electronic Journal of Applied Statistical Analysis, 9 (1). pp. 58-69. ISSN 2070-5948

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Abstract

In complementary DNA (cDNA) microarray experiments, the measurement of interest is signal intensity ratio of spots. Each spot have four types of pixel intensities namely red foreground, green foreground, red background and green background. The uncertainty associated with the intensity ratio of a spot depends on the correlations between intensities of these pixels. In this article, we propose a method to estimate correlations between various types of pixel intensities within a spot using a modi�ed form of Moran's I spatial autocorrelation. We estimate these correlations for eight selected spots from image �les downloaded from the Gene Expression Omnibus (GEO) database. These estimated correlations are used for �nding the uncertainty associated with each of the selected eight spots using the theory of error propagation.We observed that the estimated uncertainty associated with intensity ratio of a spot is less if we consider the correlation between various pixel intensities compared to assuming zero correlation.

Item Type: Article
Subjects: Departments at MU > Statistics
Information Sciences > MCIS Manipal
Medicine > KMC Manipal > Paediatrics
Depositing User: KMC Library
Date Deposited: 10 Mar 2017 04:05
Last Modified: 10 Mar 2017 04:05
URI: http://eprints.manipal.edu/id/eprint/148375

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