Protein structures are directly linked to biological functions. However, there is a gap of knowledge between the decoded genome and the structure. To bridge the gap, we focused on the secondary structure (SS). From a comprehensive analysis of predicted SS of proteins in different types of organisms, we have arrived at the following findings: The proportions of SS in genomes were different among phylogenic domains. The distributions of strand lengths indicated structural limitations in all of the species. Different from bacteria and archaea, eukaryotes have an abundance of α-helical and random coil proteins. Interestingly, there was a relationship between SS and post-translational modifications. By calculating hydrophobicity moments of helices and strands, highly amphipathic fragments of SS were found, which might be related to the biological functions. In conclusion, comprehensive predictions of SS will provide valuable perspectives to understand the entire protein structures in genomes and will help one to discover or design functional proteins.