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Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Variation in structure of a protein (H2AX) with knowledge-based interactions
Miriam Fritsche1, Ras B Pandey, Barry L Farmer
1Institute for Theoretical Physics, University of Heidelberg, Heidelberg, Germany.
Protein structure changes with temperature, showing a non-monotonic radius of gyration (Rg) dependent on interactions like Miyazawa and Jernigan (MJ). This protein structure shifts from random coil to globular with temperature changes.
Area of Science:
- Structural Biology
- Computational Biophysics
- Protein Dynamics
Background:
- Understanding protein structure-temperature relationships is crucial for predicting protein behavior in various biological environments.
- Knowledge-based potentials offer a framework for modeling protein interactions and conformational changes.
Purpose of the Study:
- To investigate the temperature-dependent structural changes of the H2AX protein using three distinct knowledge-based interaction models.
- To identify similarities and differences in protein structural responses across different interaction potentials (MJ, BT, BFKV).
Main Methods:
- Utilized three knowledge-based phenomenological interactions: Miyazawa and Jernigan (MJ), Betancourt and Thirumalai (BT), and Bastolla et al. (BFKV).
- Analyzed the radius of gyration (Rg) as a function of temperature for the H2AX protein.
- Examined the scaling of the structure factor with the wave vector to characterize conformational states.
Main Results:
- The radius of gyration (Rg) of H2AX exhibits a non-monotonic dependence on temperature, increasing and then decreasing.
- A characteristic temperature (Tc) for this non-monotonic behavior varies with the interaction matrix: TcBFKV ≤ TcMJ ≤ TcBT.
- The temperature range (ΔT) and decay pattern of the non-monotonic response are sensitive to the specific interaction used, with significant variations observed between MJ, BT, and BFKV interactions.
Conclusions:
- The study confirms that protein structure, specifically H2AX, undergoes significant conformational changes with temperature, transitioning from a random coil at high temperatures to a globular state at low temperatures.
- The choice of knowledge-based interaction model significantly influences the quantitative details of the temperature-dependent structural response, including the characteristic temperature and the range of non-monotonic behavior.
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