Several significant efforts have been made in the past decade to map all human proteome. However, more than 3000 proteins are grouped as missing having no evidence of translation. Membrane protein annotation of the current missing proteins list showed 34%to be missing membrane proteins, which are challenging even in standard shotgun proteomics. So as to find missing membrane proteins, we employed a highly sensitive and efficient peptide pre-fractionation of membrane enriched sample from 11 non-small cell lung cancer (NSCLC) cell lines of different EGFR mutation status by High-pH Reverse Phase StageTip. Besides, we analyzed 20 tumor and adjacent normal lung cancer tissue membrane samples to enhance identification coverage. With the use of multiple search engines and FDR analysis: X!Tandem and Comet followed by MAYU through TPP as well as Mascot followed PeptideShaker for FDR estimation, we were able to confidently identify 7701 proteins from which 5120 (66%) were annotated to be membrane proteins with below 1% FDR at protein, peptide and PSMs level having at least one unique peptide of 7 or more amino acid residues. Of this 181 proteins belong to the missing proteins in neXtProt (09-2014 release) and 75 are annotated to be missing membrane proteins. Furthermore we were able to validate 8 selected missing proteins (7 membrane proteins with TMH domain) using 10 synthetic peptides assisted multiple reaction monitoring (MRM) mass spectrometry. This study indicates membrane sub-proteome focus with efficient pre-fractionation and bioinformatics filtering followed by targeted validation by MRM is useful approach to assist mapping of all human proteome.