When imaging protein solutions (1ug/ml,10ug/ml,100ug/ml,1000ug/ml ; diluted with PBS buffer 7.4) on a gold surface, what is the optimal pretreatment(s) to separate out the effect of the buffer (in my case PBS) which interferes with bands of interest for proteins?
10ul of each concentration was dropped on a clean gold slide and allowed to dry for 24hr under Nitrogen purge, followed by FTIR-reflectance imaging.
Since samples with 1000ug/ml are highly concentrated, their signal appears very clear (Amide I, Amide II, Amide III, Amide A, Amide B), however at concentrations below and = 100ug/ml, protein signature is dominated by PBS buffer bands.
What kind of univariate or multivariate methods would you apply to
(a) identify protein pixels (remove interference of buffer, slide background if any)
(b) quantify protein pixels (eg. make PLSR model on 0ug,1ug,10ug,100ug,1000ug) and predict concentration level of an unknown dried protein sample?