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In the third significance assessment test, 506 proteins (i.e. the number of SDE genes observed) were randomly sampled from the total population of network nodes (3412 proteins).
To avoid selection bias, the ORs to be observed were randomly selected ("picking from a hat") each morning.
Also observed were randomly distributed foci of neuronal necrosis and mild to moderate lymphocytic perivascular cuffing in the cerebrum and a paucity of cerebellar Purkinje cells and focal necrosis in the cerebellum.
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Interestingly, the cones under which theses reflections can be observed are randomly changing.
Three or 4 observers were randomly assigned to observe the mice during a specific 2-hour time slot within the daily experimental period (6 hours).
The general practices observed were not randomly selected from the 123 general practices in the two primary care trusts studied and therefore may not be representative of the practices in these trusts.
For each sample, any negative values observed were replaced by randomly selected small positive values.
In brief, observed tags were randomly aligned to a given gene region and the maximum number of overlapping tags was calculated.
As soon as we started the experiments, we realized that most of the noise we observed was not independent and randomly distributed, which could be reduced by averaging over trials.
To test whether the average expression values that we observed are statistically significant, we randomly chose 10,000 sets of 30 genes from the genome and averaged their expression change values.
For certain calculations, we assessed whether trends observed are significant compared to randomly sampled 'NOLP-like' near-gene DNA.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com