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The Evolution of Protein Folds
                                                                                                                            Spencer Bliven                                                                      Andreas Prlić                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Philip Bourne
                                                                                                                                            Department of Bioinformatics                                                                                                                                                         San Diego Supercomputer Center                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           Skaggs School of Pharmacy and Pharmaceutical Sciences
                                                                                                                                           University of California San Diego                                                                                                                                                    University of California San Diego                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 University of California San Diego




                                                                                                                                                                                                                                                                                                                                                                                                    Abstract
   The nature of protein fold space is hotly debated. Do the protein folds observed in nature fall into                                                                         Here we present a high-level model of protein evolution, which focuses on mutations that preserve                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        To test this model, we present evidence from the analysis of a recent systematic comparison of all
   clean, discrete clusters, or is fold space more accurately modeled as a vast continuum, of which only                                                                        the global 3D structure of proteins. We hypothesize that the combination of subtle local changes                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         protein domains from the Protein Data Bank (PDB). We also show that the model is consistent with
   a small sample of proteins has yet been observed? Previous efforts to answer this question have                                                                              (e.g. PTMs) and large, but structure-preserving, rearrangements (e.g. duplications) can account for                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      existing evolutionary models for gene duplication, circular permuted proteins, and proteins with
   focused on geometric spaces (PCA, multidimensional scaling, locally linear embedding) or network                                                                             both the continuity of intermediate structures within protein folds and the evolution of seemingly                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       internal symmetry. Future work will focus on explicitly determining evolutionary events relating
   models (conformational space networks) (Chodera, 2011). While such schemes may facilitate protein                                                                            novel folds. Our model categorizes known biological mutation processes, such as DNA replication                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          distantly homologous folds.
   comparison and classification, the choice of a mathematical framework for fold space is arbitrary                                                                            errors and crossover errors, and places them in a simple theoretical framework.
   without a connection to concrete biological processes. To accurately capture the true relationships
   between protein folds, a model must consider the evolutionary history of those folds.




                                                        Principles of Protein Evolution                                                                                                                                                                                                                                                                                                                                                                          Case Study: Transmembrane Proteins
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       Methods
   1. Global structure is conserved in many significant rearrangements                                                                                                                                                                                                                                                                                                                                                             PDP:2YVYAa
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  0.63



                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 0.7
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0.71




                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                0.72

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          PDP:3TPOAa
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         0.68



                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               PDP:3EBBAa d1xqra1
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  0.74
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       0.76
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            0.74
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    0.62




                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 0.56
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     0.68
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      0.6




                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   0.63
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            PDP:2Z5KAa
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        0.54
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               0.62


                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 PDP:2Z5KAc PDP:2XWUBc
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    0.62

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        0.59




                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        0.65
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           0.64




                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         0.7
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        0.61




                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                0.72
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               PDP:2XWUBa

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                PDP:2XWUBb
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 0.5
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             PDP:2KBIAa
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            0.75




                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    0.5
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                d2pq3a1
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       0.73
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              PDP:2O7IAa




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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         1.Identification of domain and subdomain architecture
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      0.6
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0.57                     PDP:3ICQTa                                  PDP:3ICQTc
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             0.57

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           0.53                           0.540.58                 0.53
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                0.6                                                                                                                                                                                                                                                                        0.57




                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          a. Use SCOP domains where available, or calculate using the Protein
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      PDP:2Z5KAd
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      0.71 0.57                                   0.58
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    0.53
                                                                                                                                                                                                                                                                                                                                                                                                  0.51                                                                                                                                                                                                           0.51                  0.62
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            0.69                           0.6     0.53
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     0.52               0.54
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         0.54
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      PDP:3ICQTf
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             0.51                                       0.52
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 0.57                                             0.54                                                                                                                                                                                                                                                                                                                                   0.62




                      Domain Swapping                                                          Circular Permutation                                                Symmetry
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           0.97                                                                                             0.6                                                                0.53                                                                                                                                                                                                                                                                                           PDP:2EGDAa
                                                                                                                                                                                                                                                                                                                                                                                                                                                                         PDP:1YGMAa                                                                                              0.71
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 0.55
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               0.63                        0.51
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            PDP:2ZY9Aa                                                                   0.66
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            PDP:2Z5KAb
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              0.55
                                                                                                                                                                                                                                                                                                                                                                                                                        0.52                                                       PDP:2YVYAb                                                                                                0.68                     0.630.5                 0.510.53
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             d1k8ua_
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              0.61
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           PDP:3TPOAb0.54
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           0.64    0.51
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   0.6                   0.54
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     PDP:2XWUBe                                               PDP:1W99Aa
                                                                                                                                                                                                                                                                                                                                                                                                                                      0.53
                                                                                                                                                                                                                                                                                                                                                          0.78
                                                                                                                                                                                                                                                                                                                                                         PDP:2ZHJAb                                                                                                                                                                                                0.58                       0.64
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             0.62                            0.61
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            0.55                        0.54
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      0.51
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                0.59
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        PDP:2XWUBd
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         0.77
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  PDP:3G2SAa                                       PDP:3AG3Ea




                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Domain Parser (PDP) algorithm
                                                                                                                                                                                                                                                                                                                                PDP:3SS1Af                               d1bo9a_                                                                                                                                                                                                           0.61                                                      0.52
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       0.5
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        0.57
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  PDP:3A09Aa
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         0.52                      0.55                          0.54      PDP:2QX5Ac                                                                                                                                                                                                                                         0.5

                                                                                                                                                                                                                                                                                                                                                                                                 PDP:3I5PAb                                                                                                                                                       PDP:3ICQTh                                            PDP:3ICQTd                                                                                                                                                                                                                                                                                                                                                                       PDP:3L9SAb                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           0.61
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            0.6
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  0.57
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                0.62
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  0.56                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    0.590.62 0.61
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         0.59                   0.53
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        0.67 0.61 0.62
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 0.6
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           0.52                   0.64
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     d1vmaa1
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           0.85                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            0.610.62
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0.59        0.5                                                                                                                                                                                                                                                                                                                                           d1nkta2                                                                                                                                                                                                                                                                                                                                                                                                                                                                      0.82                                                                 0.57
                                                                                                                                                                                                                                                                                                                                       PDP:4DDJAa                                                                                                                                                                                                                                                                                                                                                 0.52                              PDP:3FP3Ae                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0.78 0.76                                                 0.58
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               0.57
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    0.57                   0.990.97
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       0.98
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 0.57 0.57
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              0.58                                 0.98
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                0.99 0.96
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 0.98

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ISMB 2012 Poster - The Evolution of Protein Folds

  • 1. The Evolution of Protein Folds Spencer Bliven Andreas Prlić Philip Bourne Department of Bioinformatics San Diego Supercomputer Center Skaggs School of Pharmacy and Pharmaceutical Sciences University of California San Diego University of California San Diego University of California San Diego Abstract The nature of protein fold space is hotly debated. Do the protein folds observed in nature fall into Here we present a high-level model of protein evolution, which focuses on mutations that preserve To test this model, we present evidence from the analysis of a recent systematic comparison of all clean, discrete clusters, or is fold space more accurately modeled as a vast continuum, of which only the global 3D structure of proteins. We hypothesize that the combination of subtle local changes protein domains from the Protein Data Bank (PDB). We also show that the model is consistent with a small sample of proteins has yet been observed? Previous efforts to answer this question have (e.g. PTMs) and large, but structure-preserving, rearrangements (e.g. duplications) can account for existing evolutionary models for gene duplication, circular permuted proteins, and proteins with focused on geometric spaces (PCA, multidimensional scaling, locally linear embedding) or network both the continuity of intermediate structures within protein folds and the evolution of seemingly internal symmetry. Future work will focus on explicitly determining evolutionary events relating models (conformational space networks) (Chodera, 2011). While such schemes may facilitate protein novel folds. Our model categorizes known biological mutation processes, such as DNA replication distantly homologous folds. comparison and classification, the choice of a mathematical framework for fold space is arbitrary errors and crossover errors, and places them in a simple theoretical framework. without a connection to concrete biological processes. To accurately capture the true relationships between protein folds, a model must consider the evolutionary history of those folds. Principles of Protein Evolution Case Study: Transmembrane Proteins Methods 1. Global structure is conserved in many significant rearrangements PDP:2YVYAa 0.63 0.7 0.71 0.72 PDP:3TPOAa 0.68 PDP:3EBBAa d1xqra1 0.74 0.76 0.74 0.62 0.56 0.68 0.6 0.63 PDP:2Z5KAa 0.54 0.62 PDP:2Z5KAc PDP:2XWUBc 0.62 0.59 0.65 0.64 0.7 0.61 0.72 PDP:2XWUBa PDP:2XWUBb 0.5 PDP:2KBIAa 0.75 0.5 d2pq3a1 0.73 PDP:2O7IAa PDP:2NOOAa 1.Identification of domain and subdomain architecture 0.6 0.57 PDP:3ICQTa PDP:3ICQTc 0.57 0.53 0.540.58 0.53 0.6 0.57 a. Use SCOP domains where available, or calculate using the Protein PDP:2Z5KAd 0.71 0.57 0.58 0.53 0.51 0.51 0.62 0.69 0.6 0.53 0.52 0.54 0.54 PDP:3ICQTf 0.51 0.52 0.57 0.54 0.62 Domain Swapping Circular Permutation Symmetry 0.97 0.6 0.53 PDP:2EGDAa PDP:1YGMAa 0.71 0.55 0.63 0.51 PDP:2ZY9Aa 0.66 PDP:2Z5KAb 0.55 0.52 PDP:2YVYAb 0.68 0.630.5 0.510.53 d1k8ua_ 0.61 PDP:3TPOAb0.54 0.64 0.51 0.6 0.54 PDP:2XWUBe PDP:1W99Aa 0.53 0.78 PDP:2ZHJAb 0.58 0.64 0.62 0.61 0.55 0.54 0.51 0.59 PDP:2XWUBd 0.77 PDP:3G2SAa PDP:3AG3Ea Domain Parser (PDP) algorithm PDP:3SS1Af d1bo9a_ 0.61 0.52 0.5 0.57 PDP:3A09Aa 0.52 0.55 0.54 PDP:2QX5Ac 0.5 PDP:3I5PAb PDP:3ICQTh PDP:3ICQTd PDP:3L9SAb 0.61 0.6 0.57 0.62 0.56 0.590.62 0.61 0.59 0.53 0.67 0.61 0.62 0.6 0.52 0.64 d1vmaa1 0.85 0.610.62 0.59 0.5 d1nkta2 0.82 0.57 PDP:4DDJAa 0.52 PDP:3FP3Ae 0.78 0.76 0.58 0.57 0.57 0.990.97 0.98 0.57 0.57 0.58 0.98 0.99 0.96 0.98