As far as I understand, NN is used here to find patterns which discriminate between sample cohorts (healthy vs disease). Peak finding gives you a list of peaks,

As far as I understand, NN is used here to find patterns which discriminate between sample cohorts (healthy vs disease). Peak finding gives you a list of peaks, but it doesn't tell you which of them discriminate between cohorts.