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· · · Microarray Pictures 3 photos 3 comments |
· · · Microarray Pictures 3 photos 3 comments |
· · · Microarray Pictures 3 photos 3 comments | |||
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| Several Bioinformatic Programs for your analysis: Gene Expression and Microarray Analysis DNA Microarray Bioinformatics and Software Cheers ![]() |
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| Hey Guys, look for upcoming articles at our new website: Microarray Station Also, there are sections there that have many bioinformatic programs and software. I am not exactly an expert at analyzing microarray data although I have some ideas...however the people working on those sites are. There should be a forum up there or it will link here and you can get help from them.Cheers. |
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| Hi, Well when we talk about microarray data analysis it starts with normalization and can proceed till the biological interpretation. I am into the field of DNA data analysis and can even perform for you. There are several tutorials available on this topic. However, I believe that a good knowledge of statistics is required for the data analysis. As far as interpretation of DNA microarray data is concerned, I do not know what sort of experiment you are performing. Based on your experiment several other interpretation analysis can be performed besides GO based clustering and pathway analysis. If you need more information hesitate not to contact me. Stanley |
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| R: open source statistics package. Cyberpostdoc recommends R for statistics, biological data manipulations and graphics: 1. Describe basic statistics of your data. 2. Statistical tests can be done with simple, easy to understand commands. 3. Open source packages specific to microarray analysis. 4. R scripting language can further be used to program for more sophisticated tasks. 5. Example: Data: Affymetrix microarray expression levels (HG-U95A) of seven genes inferred from the average difference values (AD), random picked from Su et al.. amygdala thalamus fetal brain whole brain caudate nucleus testis gene1 32.47 39.17 32.33 29.37 44.65 84.59 gene2 54.51 64.76 40.52 31.26 50.92 45.76 gene3 12.14 8.78 3.59 5.43 7.22 48.67 gene4 65.95 5.49 28.54 109.90 83.06 304.02 gene5 34.61 43.86 36.54 35.67 36.44 27.65 gene6 134.53 147.83 133.96 33.89 130.17 216.44 gene7 62.09 25.48 52.20 67.65 44.14 122.73 Read the data in as tab-delimited file, gene names as rows, tissues as columns: > as.matrix(read.table(file="p0002_data",sep="t",row .name=1,header=TRUE))->test.data Boxplot shows that gene6 expression level is generally higher than others and that gene4 expression level varies the most across tissues; Pearson correlations of transcription profiles specified by genes can be used to cluster tissues: > par(mfrow=c(1,2),mar=c(20,3,1,0)) // plot two image side by side > boxplot(as.data.frame(t(test.data)),col=c(1:7),las =2) // boxplot at left > plot(hclust(as.dist(1-cor(test.data,method="Pearson")),method="a"),xlab= "",main="") // cluster dendrogram at right, use Pearson correlation as distance, agglomeration method for clustering is "average" Image T-test show different in expression levels between gene5 and gene6: > t.test(test.data["gene6",],test.data["gene5",]) Image I am not allowed to paste image yet, so please go to my website and look into bioinformatics -> software review section.
__________________ http://www.cyberpostdoc.org/ |
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| You can find a download book in the pages of embrace (seeks with google) click in the next and last courses choose the finland (I believe that it is) courses and choose books section and OK here you are your book. Or (csc.fi/csc) +arraybook_overview Maybe go direct Best regards Ecualchem |
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