2006
DOI: 10.1186/1471-2105-7-149
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CARMA: A platform for analyzing microarray datasets that incorporate replicate measures

Abstract: Background: The incorporation of statistical models that account for experimental variability provides a necessary framework for the interpretation of microarray data. A robust experimental design coupled with an analysis of variance (ANOVA) incorporating a model that accounts for known sources of experimental variability can significantly improve the determination of differences in gene expression and estimations of their significance.

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Cited by 18 publications
(5 citation statements)
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“…For data processing, the bioconductor packages pipelined through R interfaces DaNTE [41] and CARMA [42] were used. Pre-processing and normalization was completed with the Affy package.…”
Section: Methodsmentioning
confidence: 99%
“…For data processing, the bioconductor packages pipelined through R interfaces DaNTE [41] and CARMA [42] were used. Pre-processing and normalization was completed with the Affy package.…”
Section: Methodsmentioning
confidence: 99%
“…RNA was reverse transcribed and amplified using SenseAmp (Genisphere) and SuperScript III (Invitrogen) and dye-coupled with Alexa Fluor 555 or Alexa Fluor 647 (Invitrogen). Sample pairs were hybridized with 70 SlideHyb Glass Array Hybridization Buffer #1 (Ambion) in a GeneTAC Hybridization Station (Genomic Solutions); slides were scanned with an Axon GenePix scanner, and the results were analyzed using the R package CARMA ( Greer et al, 2006 ). For Affymetrix microarray analysis, soleus muscle tissue was dissected ( n = 3) and stored in Ambion RNAlater (Invitrogen).…”
Section: Methodsmentioning
confidence: 99%
“…For each sample 750ng of cDNA (Nanodrop, Thermo scientific) from each sample was hybridized (Ambion: Slide-Hyb buffer #1) for 16 hours at 42°C after which slides were scanned at 595 nm and 685 nm with an Array WoRx scanner. Spot finding was done with SoftWoRx Tracker and spot analysis with CARMA (27). The analysis detects relative changes in the fluorescence of a probe (adult as compared to neonate).…”
Section: Methodsmentioning
confidence: 99%
“…Significance was defined using the Student’s t-test and probability values <0.05 were taken as significant and are indicated on Figures as: * p<0.05; ** p<0.01; *** p<0.001. ANOVA with a linear model that incorporates terms to account for experimental variability was used in analysis of microarray data (for details see(27)).…”
Section: Methodsmentioning
confidence: 99%