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Updated: Sep 11, 2025

Assessment of Immunologically Relevant Dynamic Tertiary Structural Features of the HIV-1 V3 Loop Crown R2 Sequence by ab initio Folding
Published on: September 15, 2010
Structure Prediction of Alternate Frame Folding Systems with AlphaFold3.
Gonzalo Jiménez-Osés1,2, Francesca Peccati1,2
1Center for Cooperative Research in Biosciences (CIC bioGUNE), Basque Research and Technology Alliance (BRTA) Bizkaia Technology Park, Derio 48160, Spain.
AlphaFold3 shows promise for modeling protein structures, including alternative conformations. This study reveals disordered regions play a key role in protein conformational preferences, impacting prediction accuracy.
Area of Science:
- Structural Biology
- Computational Biology
- Biophysics
Background:
- AlphaFold2 accurately predicts static protein structures.
- Protein conformational flexibility is crucial for function.
- Tuning sequence alignments can reveal alternative protein states with AlphaFold2.
Purpose of the Study:
- Evaluate AlphaFold3's accuracy in modeling alternative protein conformations.
- Investigate if AlphaFold3 can natively model conformational diversity.
- Determine the influence of disordered regions on AlphaFold3 predictions.
Main Methods:
- Utilized a family of engineered green fluorescent proteins.
- Employed alternate frame folding techniques.
- Assessed AlphaFold3's prediction accuracy for conformational states.
Main Results:
- AlphaFold3 demonstrates potential for modeling alternative protein conformations.
- Disordered protein regions unexpectedly influence conformational preferences in AlphaFold3 models.
- Tuning multiple sequence alignments may be necessary for capturing full conformational landscapes.
Conclusions:
- AlphaFold3 advances protein structure prediction, including dynamic aspects.
- Disordered regions are critical determinants of protein conformational states.
- Further research is needed to fully leverage AlphaFold3 for conformational dynamics.
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