rhv-report-plots.pdf 13 gene classifier and plots for Rhino study rsv-report-plots.pdf 13 gene classifier and plots for RSV study rsvnon-report-plots.pdf plots from RSV immunoassay results rsv-meta-plots.pdf plots from RSV metabolomics results flu-report-plots.pdf 13 gene classifier and plots for Influenze study Classifier description: The classifier uses the following 13 genes: secreted factors: CXCL10, OAS2, CCL2, CCL8, IL1B, IL1RN internal factors: CASP7 surface factors: CCR1, TAP1, TAP2 viral specific factors: CASP5 HRV specific factors: TNFAIP6, TNFSF10 We use significant over-expression of a gene at any time point as an indicator. "Significant over-expression" here means that the expression level is significantly above the average levels at T-12 and T0 (averaged over all individuals). Most of the genes in the list above are known to show a "Middle Transient", "Middle Stationary", "Early Transient", or "Early Stationary" response to an infection. The classifier works as follows: given some data points for a particular subject, the classifier counts the number of data points wherein one of the above genes is significantly over-expressed. If this score (number of over-expressions) is above a certain threshold, then the subject is classified as having "either sero-converted or shed". If not, then the subject is left unclassified. Table of results for Rhino infection (RSV and Flu classification in plots file) ---------------------------------- No subject is ever wrongly classified, but several may be left unclassified in our approach. Time points used : Number of individual not classified -------------------------------------------------------- 0--96 : 9 0--48 : 10 0--30 : 15 0--24 : 16 0--12 : 17 0--8 : 18 We note that the 9 subjects that are unclassified (using all time points from T0 to T96) are all "asymptomatic" with the exception of subject 9 who is mildly symptomatic.