Translation initiation is a critical step in the regulation of protein synthesis, and it is subjected to different control mechanisms, such as 5' UTR secondary structure and initiation codon context, that can influence the rates at which initiation and consequentially translation occurs. For some genes, translation elongation also affects the protein synthesis rate. Recently, it was proposed that the identity of codons three to five, called short translational ramp, have a strong influence on translation elongation and protein expression. By the use of a GFP library where nearly all combinations of nucleotides at these positions were created, it was demonstrated that some of nucleotides combinations increased GFP expression up to four orders of magnitude by enhancing their translation efficiency (TE). While it is clear that the short ramp can influence protein expression levels of artificial constructs, its impact on physiological proteins is still unknown. In this work, we aimed to investigate the relevance of the short translational ramp on a physiological context. Through bioinformatics analysis, we identified the nucleotide combinations from the GFP library on Escherichia coli genes and examined their correlation with TE. We observed that E. coli genes were enriched with nucleotide compositions that enhanced protein expression on the GFP library, but, surprisingly, it seems to affect the TE only marginally.Nevertheless, our data indicate that different enterobacteria present similar nucleotide composition enrichment as E. coli, suggesting an evolutionary pressure towards the conservation of the short translational ramp.