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A Mathematical Model for Affymetrix GeneChip Probe Level Data

ABSTRACT: Affymetrix GeneChip PM-MM probe pair is designed with the intension of measuring non-specific binding. Though the rationale behind the design id that a PM probe is expected to have a larger value than that of the MM probe, there are many exceptions in actual data. We gave an explanation for this inconsistency based on the assumption of functional states of a gene ‘ON/OFF’. Our hypothesis on PM-MM probe pairs is that the logarithmic of PM and MM values have the same distribution when gene is in OFF state. It means that the probability of MM > PM is expected to be equal to that of MM < PM for OFF genes. The validity of the hypothesis was given by inter-platform comparisons using common targets among three different types of platforms. Keywords: Affymetrix Gene Chip; Binomial distribution; Mathematical modeling; Oligonucleotide microarray; ON/OFF genes

ORGANISM(S): Homo sapiens

PROVIDER: GSE8353 | GEO | 2007/12/31

SECONDARY ACCESSION(S): PRJNA101369

REPOSITORIES: GEO

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Project description:roX RNAs are involved in the chromosome-wide gene regulation that occurs during dosage compensation in Drosophila. Dosage compensation equalizes expression of X-linked and autosomal genes. Drosophila males increase transcription two-fold from their single X chromosome. This is mediated by the MSL complex, which is composed of the male-specific lethal (MSL) proteins and two noncoding roX RNAs, roX1 and roX2. Upon elimination of both roX transcripts, a global decrease of X-linked gene expression is observed in males. Expression of the genes on the entire 4th chromosome also decreased in the absence of both roX transcripts. roX1 RNA also presents in females in the early stages. To investigate the effect of loss of roX transcripts on gene expression in females, gene expression was analyzed by microarrays in roX1-roX2- female flies. To eliminate inconsistency caused by differences in genetic background, expression of roX1-roX2- females with females of virtually identical genetic background but carrying the [hsp83-roX1+] transgene were compared. Expression of any chromosome did not change in roX1-roX2- females. It was concluded that roX RNAs only effect in males . Experiment Overall Design: Total RNA was prepared from groups of 50 third instar larvae by TRIzol (Invitrogen) extraction and purified using the RNeasy kit (Qiagen). Three independent RNA preparations for each genotype served as templates for probe synthesis. These probes were hybridized to Affymetrix Drosophila Genome 2.0 chips (Santa Clara, CA). Genes were filtered for present/absent calls by a PM-MM (Perfect match-Mismatch) comparison. Affymetrix Gene expression data was background corrected, normalized and summarized into a one expression value per replicate sample and probeset using the RMA (robust multi-array average) algorithm. Changes in gene expression were determined by comparing the mean signal intensities of genes on arrays hybridized with roX1- roX2- (mutant) probes to those hybridized with roX1- roX2-; [hsp83-roX1+] (control) probes.

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A Mathematical Model for Affymetrix GeneChip Probe Level Data

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