When looking at a whole time course, you can look at the timecourse package which implements the Hotelling T2 test. Alternatively, you could use packages such as Limma to look for non-linear trends via splines using functions such as ns (natural cubic spline). I did something similar to this and got some great advice from Aaron Lun on Bioconductor support, so this post may be of some help.