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Updated: Feb 28, 2026

Modeling an Enzyme Active Site using Molecular Visualization Freeware
Published on: December 25, 2021
Defining the Active Conformation of Typical Protein Kinase Domains from Substrate-Bound PDB Structures Enables
Joan Gizzio1, Bulat Faezov1,2,3, Qifang Xu1
1Institute for Cancer Research, Fox Chase Cancer Center, Philadelphia PA 19111, USA.
Researchers defined structural criteria for active protein kinases, finding only 30% are in their active form in the PDB. They used AlphaFold2 to model all 437 human kinases in their active state, providing valuable resources for cancer research.
Area of Science:
- Structural bioinformatics
- Computational biology
- Protein kinase structural dynamics
Background:
- Humans possess 437 catalytically competent protein kinase domains, typically adopting a fold similar to Protein Kinase A (PKA).
- The active conformation of a kinase is essential for binding ATP, magnesium, and substrate, yet many are not structurally characterized in this state.
- Understanding active kinase conformations is crucial for deciphering substrate specificity and the impact of mutations in diseases like cancer.
Purpose of the Study:
- To derive structural criteria defining the active form of protein kinases based on substrate-bound structures.
- To assess the proportion of human protein kinases currently represented in their active form within the Protein Data Bank (PDB).
- To generate computational models of all 437 human protein kinases in their active conformation using AlphaFold2.
Main Methods:
- Structural bioinformatics analysis of 248 substrate-bound kinase crystal structures to establish active form criteria.
- Application of derived criteria to PDB kinase structures to identify those in active conformations.
- Utilized AlphaFold2, employing PDB templates, sequence alignments, and active-kinase criteria, to model all 437 human protein kinases.
Main Results:
- Established structural criteria for active protein kinases, including requirements for the DFG motif and activation loop segments.
- Identified that only 130 out of 437 (30%) human catalytic protein kinases are structurally represented in their active form in the PDB.
- Generated high-accuracy AlphaFold2 models for all 437 human protein kinases in their active state, validated against PDB structures (71% < 1.0 Å RMSD).
Conclusions:
- A significant majority of human protein kinases are not available in their active form in structural databases.
- The generated AlphaFold2 models provide a valuable resource for understanding kinase function, substrate specificity, and mutations in disease.
- These models can serve as templates for studying mutations causing constitutive activity in cancer and for modeling substrate and inhibitor binding.
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