Is a p-value needed?
Much has been written on the need for statistics in genome-scale molecular biology. Very clever analytical approaches were devised, taking the form of carefully crafted and freely downloadable software packages. But still, every month or so, I meet with students and researchers facing a similar dilemma: they need to decide whether to report the strength of an effect (eg. gene X is over-expressed by 4.5-fold in condition A vs. B) or the significance of such effect (eg. gene X is overexpressed [...]