Predicting functional landscapes from structures
This record describes an open question and its evidence. Source review does not resolve the question.
Research context
open question · unresolved · As of 2026-10-10
Predicting conformational free energies, kinetics and function from sequence/static structures remains an open research challenge.
Key knowledge
Predicting conformational free energies, kinetics and function from sequence/static structures remains an open research challenge. HDX and structure-prediction results constrain different aspects; a useful model must predict independent dynamics and function across changed conditions.
Conditions and scope
- As of 2026-10-10; benchmark native structure, energy, rate and phenotype separately, with independent data and uncertainty.
Sources · 2
References
Sources retain their recorded scope. A source link alone does not establish verification of every statement.
Evidence and review
Accurate structure prediction of biomolecular interactions with AlphaFold 3: Model limitations: stereochemistry, clashes, hallucination and static structures (full relevant original sections); Large-scale discovery, analysis and design of protein energy landscapes: mHDX-MS equations (1)–(5), EX2/pH/back-exchange assumptions and NMR validation (full relevant original method/results sections)
2026-10-10 · Bounded author source inspection of predicting functional landscapes from structures, including the stated conditions; independent branch review is recorded separately.
Entry details
Permanent link to this entry ↗- Record identity
- res-bio-structure-function-open
- Revision
- research.1
- Structured reference record
- Postgraduate & research reference