Back

Tying the Knot: In Silico Design of Foldable Lasso Peptides

Nguyen, J. D. M.; da Hora, G. C. A.; Mifflin, M. C.; Roberts, A. G.; Swanson, J. M. J.

2025-01-22 biophysics
10.1101/2025.01.17.633674 bioRxiv
Show abstract

Lasso peptides are a unique class of natural products with distinctively threaded structures, conferring exceptional stability against thermal and proteolytic degradation. Despite their promising biotechnological and pharmaceutical applications, reported attempts to prepare them by chemical synthesis result in forming the nonthreaded branched-cyclic isomer, rather than the desired lassoed structure. This is likely due to the entropic challenge of folding a short, threaded motif prior to chemically mediated cyclization. Accordingly, this study aims to better understand and enhance the relative stability of pre-lasso conformations--the essential precursor to lasso peptide formation--through sequence optimization, chemical modification, and disulfide incorporation. Using Rosetta fixed backbone design, optimal sequences for several class II lasso peptides are identified. Enhanced sampling with well-tempered metadynamics confirmed that designed sequences derived from the lasso structures of rubrivinodin and microcin J25 exhibit a notable improvement in pre-lasso stability relative to the competing nonthreaded conformations. Chemical modifications to the isopeptide bond-forming residues of microcin J25 further increase the probability of pre-lasso formation, highlighting the beneficial role of non-canonical amino acid residues. Counterintuitively, the introduction of a disulfide cross-link decreased pre-lasso stability. Although cross-linking inherently constrains the peptide structure, decreasing the entropic dominance of unfolded phase space, it hinders the requisite wrapping of the N-terminal end around the tail to adopt the pre-lasso conformation. However, combining chemical modifications with the disulfide cross-link results in further pre-lasso stabilization, indicating that the ring modifications counteract the constraints and provide a cooperative benefit with cross-linking. These findings lay the groundwork for further design efforts to enable synthetic access to the lasso peptide scaffold. SIGNIFICANCELasso peptides are a unique class of ribosomally synthesized and post-translationally modified natural products with diverse biological activities and potential for therapeutic applications. Although direct synthesis would facilitate therapeutic design, it has not yet been possible to fold these short sequences to their threaded architecture without the help of biosynthetic enzyme stabilization. Our work explores strategies to enhance the stability of the pre-lasso structure, the essential precursor to de novo lasso peptide formation. We find that sequence design, incorporating non-canonical amino acid residues, and design-guided cross-linking can augment stability to increase the likelihood of lasso motif accessibility. This work presents several strategies for the continued design of foldable lasso peptides.

Matching journals

The top 3 journals account for 50% of the predicted probability mass.

1
Journal of the American Chemical Society
199 papers in training set
Top 0.1%
27.9%
2
Chemical Science
71 papers in training set
Top 0.1%
17.6%
3
Angewandte Chemie International Edition
81 papers in training set
Top 0.4%
6.9%
50% of probability mass above
4
ACS Chemical Biology
150 papers in training set
Top 0.3%
4.3%
5
Proceedings of the National Academy of Sciences
2130 papers in training set
Top 19%
3.7%
6
Biomacromolecules
25 papers in training set
Top 0.1%
3.6%
7
Nature Communications
4913 papers in training set
Top 42%
3.3%
8
Journal of Medicinal Chemistry
68 papers in training set
Top 0.4%
2.8%
9
Cell Chemical Biology
81 papers in training set
Top 1%
2.1%
10
Chemistry – A European Journal
13 papers in training set
Top 0.2%
2.1%
11
ACS Medicinal Chemistry Letters
16 papers in training set
Top 0.2%
2.1%
12
Advanced Science
249 papers in training set
Top 11%
1.7%
13
Journal of Chemical Information and Modeling
207 papers in training set
Top 2%
1.7%
14
ACS Central Science
66 papers in training set
Top 1%
1.5%
15
eLife
5422 papers in training set
Top 45%
1.5%
16
Biochemistry
130 papers in training set
Top 1%
1.1%
17
Structure
175 papers in training set
Top 3%
0.9%
18
RSC Chemical Biology
32 papers in training set
Top 0.4%
0.9%
19
Nature Chemistry
34 papers in training set
Top 0.9%
0.8%
20
Chemical Communications
24 papers in training set
Top 1%
0.8%
21
JACS Au
35 papers in training set
Top 1%
0.7%
22
ACS Catalysis
16 papers in training set
Top 0.3%
0.7%
23
PLOS ONE
4510 papers in training set
Top 73%
0.5%
24
The Journal of Physical Chemistry B
158 papers in training set
Top 2%
0.5%
25
International Journal of Biological Macromolecules
65 papers in training set
Top 5%
0.5%
26
Angewandte Chemie
12 papers in training set
Top 0.5%
0.5%