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Updated: Jun 27, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Extensive formation of off-pathway species during folding of an alpha-beta parallel protein is due to docking of
Sanne M Nabuurs1, Adrie H Westphal, Carlo P M van Mierlo
1Laboratory of Biochemistry, Wageningen University, Dreijenlaan 3, 6703 HA Wageningen, The Netherlands.
Abstract:
Detailed information about unfolded states is required to understand how proteins fold. Knowledge about folding intermediates formed subsequently is essential to get a grip on pathological aggregation phenomena. During folding of apoflavodoxin, which adopts the widely prevalent alpha-beta parallel topology, most molecules fold via an off-pathway folding intermediate with helical properties. To better understand why this species is formed, guanidine hydrochloride-unfolded apoflavodoxin is characterized at the residue level using heteronuclear NMR spectroscopy. In 6.0 M denaturant, the protein behaves as a random coil. In contrast, at 3.4 M denaturant, secondary shifts and (1)H-(15)N relaxation rates report four transiently ordered regions in unfolded apoflavodoxin. These regions have restricted flexibility on the (sub)nanosecond time scale. Secondary shifts show that three of these regions form alpha-helices, which are populated about 10% of the time, as confirmed by far-UV CD data. One region of unfolded apoflavodoxin adopts non-native structure. Of the alpha-helices observed, two are present in native apoflavodoxin as well. A substantial part of the third helix becomes beta-strand while forming native protein. Chemical shift changes due to amino acid residue replacement show that the latter alpha-helix has hydrophobic interactions with all other ordered regions in unfolded apoflavodoxin. Remarkably, these ordered segments dock non-natively, which causes strong competition with on-pathway folding. Thus, rather than directing productive folding, conformational preorganization in the unfolded state of an alpha-beta parallel-type protein promotes off-pathway species formation.
Insights
Protein unfolding reveals transient helical structures in apoflavodoxin. These non-native interactions in the unfolded state unexpectedly promote off-pathway folding, hindering efficient protein folding.
Area of Science:
- Biochemistry
- Structural Biology
- Protein Folding Dynamics
Background:
- Understanding protein folding requires detailed knowledge of unfolded states and folding intermediates.
- Pathological protein aggregation is linked to the formation of specific folding intermediates.
Purpose of the Study:
- To investigate the structural characteristics of guanidine hydrochloride-unfolded apoflavodoxin at the residue level.
- To elucidate the reasons behind the formation of an off-pathway helical folding intermediate during apoflavodoxin folding.
Main Methods:
- Heteronuclear NMR spectroscopy was employed to characterize unfolded apoflavodoxin.
- Far-UV circular dichroism (CD) spectroscopy was used to confirm secondary structure populations.
Main Results:
- At 3.4 M denaturant, unfolded apoflavodoxin exhibits four transiently ordered regions with restricted flexibility.
- Three of these regions form alpha-helices (populated ~10%), with one adopting non-native structure.
- Hydrophobic interactions between these ordered segments lead to non-native docking, promoting off-pathway species formation.
Conclusions:
- Conformational preorganization in the unfolded state of alpha-beta parallel proteins can promote off-pathway species formation.
- Non-native interactions in the unfolded state compete with productive on-pathway folding.
- This study provides insights into the role of unfolded states in protein folding and aggregation.
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