Phylogenetic trees visually represent evolution and diversification. While many studies have focused on the number and length of edges (branches), topological properties, such as edge connection patterns, are also important. In this study, the topological properties of phylogenetic trees were quantified, focusing on edge connection patterns. Horton’s first law was applied to quantify the overall, rather than local, topological properties of phylogenetic trees. The topological properties of vertebrate phylogenetic trees for spiny-rayed fishes, Amphibians, turtles, Squamata, Aves, and placental mammals were analyzed. The topological features discussed herein include the number of first-order edges, maximum order, and bifurcation ratio. The average bifurcation ratio of all trees was approximately 3, suggesting that phylogenetic trees for different taxa have a common mechanism of evolution. Vertebrate phylogenetic trees were compared with artificial branching objects created from neutral stochastic branching model simulations. The topological properties of the actual vertebrate phylogenetic trees agreed with those of the artificial branching objects. Our study suggests that evolutionary events do not change the overall topological properties of actual phylogenetic trees, even if the number and length of the edges change. Specifically, non-neutral events (e.g., environmental changes and mass extinction) are not main factors associated with topological properties. The results instead demonstrate a relationship between the bifurcation ratio and symmetricity in the context of temporal changes of topological properties. When the number of first-order edges increased and the maximum order remained constant, the bifurcation ratio increased and symmetricity decreased. When the number of first-order edges increased and the maximum order increased by one, the bifurcation ratio decreased and symmetricity increased.