Dear Wajiha
RNASeq V2 from TCGA is processed and normalized using RSEM. The RNASeq V2 data in cbioportal corresponds to the rsem.genes.normalized_results file from TCGA.
You can find some detailed explanation here: https://www.biostars.org/p/106127/ and in the following paper on RSEM.
I hope this helps! If you have any further questions, please hit reply all, so our continued conversation is captured by the cBioPortal google groups.
Best,
Tim
Tim Kuijpers
Data Engineer