Structures of set of serine-threonine and tyrosine kinases were investigated by the recently developed bioinformatics tool Local Spatial Patterns (LSP) alignment. We report a set of conserved motifs comprised mostly of hydrophobic residues. These residues are scattered throughout the protein sequence and thus were not previously detected by traditional methods. These motifs traverse the conserved protein kinase core and play integrating and regulatory roles. They are anchored to the F-helix, which acts as an organizing ''hub'' providing precise positioning of the key catalytic and regulatory elements. Consideration of these discovered structures helps to explain previously inexplicable results.graph theory ͉ hydrophobic motifs ͉ structure comparison P rotein kinases represent a large protein superfamily that regulates numerous processes in living cells (1). Malfunction of this regulation typically leads to various diseases, including immunodeficiencies, cancers, and endocrine disorders (2). Multiple sequence alignment identified the most conserved motifs and defined universal subdomains in protein kinases (3). Solving crystal structures of different protein kinases demonstrated not only a conserved core but also the exceptional flexibility of protein kinases. This indicated an important role of dynamics and plasticity for this family (4, 5). Substantial progress has been made in understanding the regulatory mechanisms, although many questions still remain unanswered (6). Recently, we reported a new bioinformatics method that is capable of detecting conserved patterns formed by residues in space without any relation to protein sequence or main chain geometry. Originally, it was created for comparison of protein surfaces (7,8), but later the method was expanded for analysis of the whole molecule and was termed ''Local Spatial Patterns (LSP) alignment'' (9). Application of the method to a set of serine/threonine and tyrosine kinases led to the discovery of an unusual structure, which we termed a ''spine'' (8). The most remarkable feature of the spine is that it is assembled during the protein kinase activation process and provides coordinated movement of the two kinase lobes. In deactivated kinases, the spine is usually broken because of the rearrangement of the C-helix and/or activation loop. Disassembly of the spine leads to general destabilization of the kinase molecule, which was previously observed in hydrogen-deuterium exchange studies (10, 11) and MD simulations (12). It was demonstrated subsequently that mutation of the spine residues leads to increased flexibility of the activation loop in MAP kinase ERK2 (13) and to a total inactivation of p38␣ MAP kinase (14).Despite the fact that the spine is a conserved feature, present in all active eukaryotic protein kinases, it was not detected earlier as a conserved spatial motif. This is due, in part, to the highly unusual nature of its formation. It is comprised of four single residues coming from four different subdomains of the protein kinase molecule (III, IV,...