Molecule specific normalization for protein and metabolite biomarker discovery

Ameni Trabelsi, Biyun Shi, Xiaoli Wei, Hichem Frigui, Xiang Zhang, Craig McClain, Aliasghar Shahrjooihaghighi

Abstract: The paper proposes a molecule specific normalization algorithm, called MSN, which adopts a robust surface fitting strategy to minimize the molecular profile difference of a group of house-keeping molecules across samples. The house-keeping molecules are those molecules whose abundance levels were not affected by the biological treatment. The applications of the MSN method on two different datasets showed that MSN is a highly efficient normalization algorithm that yields the highest sensitivity and accuracy compared to five existing normalization algorithms