 Open Access Article
 Open Access Article
      
        
          
            Ivan 
            Di Bonaventura
          
        
      a, 
      
        
          
            Xian 
            Jin
          
        
      a, 
      
        
          
            Ricardo 
            Visini
          
        
      a, 
      
        
          
            Daniel 
            Probst
          
        
      a, 
      
        
          
            Sacha 
            Javor
          
        
      a, 
      
        
          
            Bee-Ha 
            Gan
          
        
      a, 
      
        
          
            Gaëlle 
            Michaud
          
        
      a, 
      
        
          
            Antonino 
            Natalello
          
        
       b, 
      
        
          
            Silvia Maria 
            Doglia
          
        
      b, 
      
        
          
            Thilo 
            Köhler
          
        
      c, 
      
        
          
            Christian 
            van Delden
          
        
      c, 
      
        
          
            Achim 
            Stocker
          
        
      a, 
      
        
          
            Tamis 
            Darbre
          
        
      a and 
      
        
          
            Jean-Louis 
            Reymond
b, 
      
        
          
            Silvia Maria 
            Doglia
          
        
      b, 
      
        
          
            Thilo 
            Köhler
          
        
      c, 
      
        
          
            Christian 
            van Delden
          
        
      c, 
      
        
          
            Achim 
            Stocker
          
        
      a, 
      
        
          
            Tamis 
            Darbre
          
        
      a and 
      
        
          
            Jean-Louis 
            Reymond
          
        
       *a
*a
      
aDepartment of Chemistry and Biochemistry, University of Bern, Freiestrasse 3, 3012 Bern, Switzerland. E-mail: jean-louis.reymond@dcb.unibe.ch
      
bDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, Piazza della Scienza 2, 20126 Milan, Italy
      
cDepartment of Microbiology and Molecular Medicine, University of Geneva, and Service of Infectious Diseases, University Hospital of Geneva, Geneva, Switzerland
    
First published on 13th July 2017
Herein we report the discovery of antimicrobial bridged bicyclic peptides (AMBPs) active against Pseudomonas aeruginosa, a highly problematic Gram negative bacterium in the hospital environment. Two of these AMBPs show strong biofilm inhibition and dispersal activity and enhance the activity of polymyxin, currently a last resort antibiotic against which resistance is emerging. To discover our AMBPs we used the concept of chemical space, which is well known in the area of small molecule drug discovery, to define a small number of test compounds for synthesis and experimental evaluation. Our chemical space was calculated using 2DP, a new topological shape and pharmacophore fingerprint for peptides. This method provides a general strategy to search for bioactive peptides with unusual topologies and expand the structural diversity of peptide-based drugs.
Besides linear peptides, a variety of cyclic, polycyclic and lasso topologies also occur in AMPs.13–26 The importance of such unusual topologies is highlighted by polymyxin (Pmx), a lipidated branched cyclic decapeptide currently used as a last resort antibiotic against Gram negative multidrug resistant (MDR) pathogens, but against which resistance is appearing.27 Following on reports of antimicrobial activities in polycationic dendrimers including peptides,28–30 we recently screened combinatorial libraries of peptide dendrimers prepared by solid-phase peptide synthesis (SPPS)31–33 using an antimicrobial activity assay originally developed to search for new analogs of cyclic AMPs,34 and discovered antimicrobial peptide dendrimers (AMPDs) interacting with the bacterial membrane,35,36 which we later optimized by sequence design to AMPDs (e.g.G3KL, Fig. 1) with potent activities against various strains of P. aeruginosa and A. baumannii.37,38 Inspired by the remarkable serum stability of our peptide dendrimers, we later expanded our exploration of multi-branched synthetic peptides by SPPS to bridged bicyclic peptides (e.g.BCP27c, Fig. 1).39–41 These bicyclic peptides showed comparable serum stabilities to our peptide dendrimers but better defined structures and favourable properties as drug scaffolds.42 Herein we report the identification of antimicrobial bridged bicyclic peptides (AMBPs) active against Gram negative P. aeruginosa and its biofilms as the first example of applying our bicyclic peptides to a specific biological activity.
|  | ||
| Fig. 1 Structures of AMPD G3KL (ref. 37), bicyclic peptide BCP27c (calmodulin binder, ref. 42), and AMBPs 27b and 62b identified in this study. The peptides are shown with amino acids in one letter code with branching residues in italics and peptide bonds as arrows in C → N direction. Z = branching γ-homoglutamic acid (formed by ClAc ligation of cysteine). | ||
Because the synthesis of bridged bicyclic peptides requires purification of an intermediate prior to cyclization, a combinatorial chemistry and high-throughput screening approach was not readily applicable here as a tool for discovery.43–45 As an alternative compatible with the synthesis of only a few well-characterized compounds we used the idea of chemical space as a guide to select test compounds. A chemical space is a multi-dimensional virtual space in which dimensions correspond to different numerical descriptors of molecular structure, which together form a multi-dimensional feature vector, or fingerprint. Chemical space is a well-known concept in the area of small molecule drug discovery, where it is used to select small yet diverse subsets from large compound collections for experimental assays, as well as to optimize initial hits by searching for nearest neighbours.46–50 However it has not been used previously to design peptides.
As detailed below, using a chemical space encoding molecular shapes and pharmacophores to describe bicyclic peptides enabled us to logically explore their diversity using only a small number of test compounds, and later to optimize initial hits by focusing on nearest neighbours. This chemical space guided search led to the discovery of AMBP 27b, which we further optimized to its lipidated analog 62b acting on P. aeruginosa including several MDR clinical isolates (Fig. 1). We furthermore identified the related AMBPs 29b and 36b showing a potent anti-biofilm activity comparable to the recently reported D-enantiomeric peptide DJK5 (Scheme 1, Table 1).51 Our approach significantly extends previously reported computer-aided design methods for peptides, which are all based on extrapolating from the sequences of known linear AMPs to design new linear sequences,52–54 and might be generally useful to explore unusual peptide topologies and expand the structural diversity of peptide-based drugs.
| No. | Sequencea | H | +c | MS calc./obs. [M] | MIC BR 151d | MIC PAO1d | MBICe | Dispersalf | MHCg | 
|---|---|---|---|---|---|---|---|---|---|
| a Sequences use standard one-letter codes for amino acids, K = branching lysine, the peptide extended on the side chain is in parentheses, Z = γ-thia-homoglutamic acid (formed by ClAc ligation of cysteine), 1 and 2 indicate cyclization points using the SMILES formalism, B = diaminobutyric acid. All C-termini are carboxamides. b H = number of hydrophobic residues. c + = number of positive charges. d Minimal inhibitory concentration in μg mL−1 in Müller–Hinton (MH)-broth. e Minimal biofilm inhibitory conc. in μg mL−1. f Dispersal of preformed biofilm at 32 μg mL−1. MIC, MBIC and dispersal determinations were performed in independent triplicates with at least two experiments giving the same value. g Minimal hemolytic concentration in μg mL−1 on human red blood cells (hRBC). MHC determinations were performed in duplicate and averaged. h In this case [M + H]+ is observed together with TFA adducts, see ESI. i Measured with 8 μg mL−1 of 29b or 36b in the presence of 1.5 μg mL−1 of Pmx, FIC (fractional inhibitory concentration):6336b + Pmx = 0.155 (MBIC), 0.34 (dispersal), 29b + Pmx = 0.218 (MBIC), 0.34 (dispersal). Empty entries were not determined. | |||||||||
| 1a | 2 K(1)KZ1KLZ2L | 2 | 2 | 914.19/914.19 | >256 | >256 | |||
| 1b | 1 K(2)KZ1KLZ2L | 2 | 2 | 914.19/914.19 | 128 | >256 | |||
| 11a | L1LK(L2L)KLKZ2KKLZ1K | 6 | 5 | 1750.11/1750.11 | 64 | >256 | |||
| 11b | L1LK(L2L)KLKZ1KKLZ2K | 6 | 5 | 1750.11/1750.11 | 16 | >256 | |||
| 13a | K2LLK(K1LL)KLZ1KKLZ2 | 6 | 5 | 1750.11/1750.11 | 16 | >256 | |||
| 13b | K1LLK(K2LL)KLZ1KKLZ2 | 6 | 5 | 1750.11/1750.11 | 16 | >256 | |||
| 15 | L12KK(L12K)KLKZ21LLKZ12L | 6 | 5 | 1750.11/1750.11 | 16 | >256 | |||
| 19 | K12LKK(K12LK)LLLZ21KLKZ12L | 7 | 6 | 1991.29/1991.29 | 8 | >256 | |||
| 20 | 12LLKK(L12LK)LLLZ21KLKZ12L | 9 | 4 | 1961.27/1961.27 | 4 | 128 | 32 | 60% | |
| 24 | 12LLKK(L12LK)KLKZ21LLKZ12L | 8 | 5 | 1976.28/1976.28 | 4 | 128 | 16 | 50% | |
| 26a | 1KLLK(K2LL)KLLZ2KLKZ1K | 7 | 6 | 1991.29/1991.30 | 32 | >256 | 125 | ||
| 26b | 1KLLK(K2LL)KLLZ1KLKZ2K | 7 | 6 | 1991.29/1991.30 | 1 | 128 | 32 | 36% | 250 | 
| 27a | 2KLKK(K1LK)KLLZ1LLLZ2K | 7 | 6 | 1991.29/1991.30 | 32 | 256 | 1000 | ||
| 27b | 1KLKK(K2LK)KLLZ1LLLZ2K | 7 | 6 | 1991.29/1991.30 | 1 | 32 | 32 | 12% | 2000 | 
| 29a | 2KLLK(K1LL)KLLZ1KKKZ2L | 7 | 6 | 1991.29/1991.29 | 16 | >256 | 32 | 0% | 2000 | 
| 29b | 1KLLK(K2LL)KLLZ1KKKZ2L | 7 | 6 | 1991.29/1991.29 | 2 | 256 | 8 | 100% | 2000 | 
| 36a | 2KLKK(K1LK)KLLZ1LLKZ2K | 6 | 7 | 2006.30/2006.30 | 32 | >256 | >32 | 0% | 2000 | 
| 36b | 1KLKK(K2LK)KLLZ1LLKZ2K | 6 | 7 | 2006.30/2006.30 | 16 | 64 | 8 | 100% | 2000 | 
| 37a | 2KLKK(K1LK)KLLZ1KLKZ2L | 6 | 7 | 2006.30/2006.30 | 32 | >256 | 16 | 30% | |
| 37b | 1KLKK(K2LK)KLLZ1KLKZ2L | 6 | 7 | 2006.30/2006.30 | 32 | 256 | 16 | 100% | |
| 39a | 1LLKK(L2LK)KKLZ2LLLZ1K | 8 | 5 | 1976.28/1976.28 | 16 | 128 | |||
| 39b | 2LLKK(L1LK)KKLZ2LLLZ1K | 8 | 5 | 1976.28/1976.28 | 4 | 64 | >32 | ||
| 56a | 1KKKK(K2KK)KLLZ2LLLZ1K | 5 | 8 | 2021.31/2021.31 | 4 | 128 | >32 | 0% | |
| 56b | 2KKKK(K1KK)KLLZ2LLLZ1K | 5 | 8 | 2021.31/2022.31 | 2 | 32 | 32 | 75% | |
| 58a | 2KFKK(K1FK)KFFZ1FFFZ2K | 7 | 6 | 2229.18/2230.18 | 2 | >256 | 32 | 80% | |
| 58b | 1KFKK(K2FK)KFFZ1FFFZ2K | 7 | 6 | 2229.18/2229.18 | 2 | >256 | 32 | 0% | |
| 59 | 12KWKK(K12WK)KWWZ21WWWZ12K | 7 | 6 | 2502.25/2502.25 | 1 | 64 | 32 | 0% | |
| 60a | 2BLBK(B1LB)BLLZ1LLLZ2B | 7 | 6 | 1823.10/1824.10 | 4 | 64 | >32 | 0% | |
| 60b | 1BLBK(B2LB)BLLZ1LLLZ2B | 7 | 6 | 1823.10/1823.10 | 4 | 64 | >32 | 0% | |
| 61 | 12RLRK(R21LR)RLLZ21LLLZ12R | 7 | 6 | 2160.62/2160.52h | 1 | 64 | >32 | 0% | |
| 62a | 2KLKK(K1LK)KLLZ1LLLZ2KK(C10) | 8 | 6 | 2273.52/2273.52 | 4 | 32 | 128 | 15% | 125 | 
| 62b | 1KLKK(K2LK)KLLZ1LLLZ2KK(C10) | 8 | 6 | 2273.52/2273.52 | 1 | 16–8 | 128 | 0% | 125 | 
| Pmx | Polymyxin B | 4 | 5 | 1301.56/1301.56 | 4 | 2 | 16 | 100% | 2000 | 
| +1 μg mL−129b | 1.5 | 100%i | |||||||
| +0.5 μg mL−136b | 1.5 | 100%i | |||||||
| DJK5 | Vqwrairvrvir | 7 | 4 | 1549.47/1549.47 | 16 | 4 | 100% | 2000 | |
Our starting point was our recently reported 3DP fingerprint encoding the 3D-shape and pharmacophores of proteins from their experimental 3D-structure, which we used to create a web-based interactive map of the Protein Data Bank (PDB).60 The 3DP fingerprint comprises four atom categories: all atoms, cationic, anionic, and hydrophobic atoms. Distances between atoms are measured from the 3D-coordinates of the atoms in the experimental X-ray structures. To compute the fingerprint, each atom pair is converted to a Gaussian centered around the atom-pair distance. The sum of all Gaussians is then divided by HAC1.5 (HAC = heavy atom count, all non-hydrogen atoms) to reduce the dependency to molecule size, and sampled at 34 distances spanning the range 1.45–400 Å exponentially.
To obtain the corresponding atom-pair fingerprint 2DP based on topological distances, we used the formula for 3DP, but assigned all atoms to the α-carbon atom of their parent residue and counted distances between pairs of α-carbon atoms in bonds along the shortest path as determined from the 2D-structure of the peptides. The 2DP fingerprint comprised 136 values and defined a 136-dimensional chemical space, here called 2DP-space (Fig. 2a). Since 2DP used topological distances the fingerprint and its associated chemical space were well suited to explore peptides whose 3D-structure is yet unknown or poorly defined due to conformational flexibility.
We performed three benchmarking studies to test the performance 2DP for virtual screening. Specifically, we tested if nearest neighbour searches in 2DP-space, using the city-block distance as similarity measure,61 could recover close analogs of linear peptides.
First, we extracted 2073 peptides up to 50 residues from the PDB, computed their 3DP from their X-ray structures and their 2DP from their sequences, respectively, and tested the recovery of 3DP-nearest neighbours of each peptide among a subset of peptides of similar size using 2DP similarity. The performance of each of the 2073 recoveries was quantified by the area under the receiver operating characteristic curve (AUROC). An AUROC > 80% indicative of good recovery characteristics78 was observed with over 70% of the peptides (Fig. 2b, blue line). This showed that 2DP partially perceived the 3D-shape and pharmacophore of peptides despite of only reading information from their 2D-structure.
Second, 2DP similarity searches were also performed to recover AMPs from decoys among linear peptides up to 50 residues in the UniProt database.79 The recovery characteristic were mostly excellent (AUROC > 80%, Fig. 2b red line), suggesting that 2DP was well suited to search for AMPs. Finally, 2DP was tested for recovering BLAST sequence analogs from scrambled sequences of short 13-mer peptides. Here also 2DP performed acceptably well (AUROC > 70%, Fig. 2b green line), showing that our fingerprint partly encoded peptide sequences even without direct encoding of amino acid residues.
Taken together, these retrospective analyses showed that 2DP-space offered a meaningful representation of linear peptides in terms of molecular shape, antimicrobial activities and sequences. In the absence of validation datasets for topologically diverse peptides, the above data with linear peptides combined with the similarity of 2DP with atom-pair fingerprints for encoding the shape and pharmacophores of small molecules, which are topologically diverse, convinced us to apply 2DP to explore bridged bicyclic peptides.
Using six possible residues typical for membrane active AMPs (lysine, arginine, diaminobutyric acid, leucine, phenylalanine, tryptophan) or a deletion at the 10 variable positions defined 243![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 235
235![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 706 possible bicyclic peptides. Focusing on lysine and leucine reduced the enumeration to only 20
706 possible bicyclic peptides. Focusing on lysine and leucine reduced the enumeration to only 20![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 250 peptides (subset 1), 6230 of which had a ratio Lys/Leu ≈ 1 favorable for antimicrobial activity (subset 2).37 Subset 2 was sampled by centroid clustering to select 19 pairs of bicyclic peptide isomers between 8 and 16 residues in size for synthesis (subset 3). The three subsets spanned 2DP-diversity as broadly as the entire library as measured by a histogram of pairwise 2DP-distances (Fig. 3a). Nevertheless, visualization of the different subsets in the principal component analysis volume (PC1, PC2, PC3) color-coded by charge, molecular size and hydrophobic atoms showed that the two subsets with Lys/Leu ≈ 1 covered a somewhat more restricted region of 2DP-space compared with the complete library (Fig. 3b–e).
250 peptides (subset 1), 6230 of which had a ratio Lys/Leu ≈ 1 favorable for antimicrobial activity (subset 2).37 Subset 2 was sampled by centroid clustering to select 19 pairs of bicyclic peptide isomers between 8 and 16 residues in size for synthesis (subset 3). The three subsets spanned 2DP-diversity as broadly as the entire library as measured by a histogram of pairwise 2DP-distances (Fig. 3a). Nevertheless, visualization of the different subsets in the principal component analysis volume (PC1, PC2, PC3) color-coded by charge, molecular size and hydrophobic atoms showed that the two subsets with Lys/Leu ≈ 1 covered a somewhat more restricted region of 2DP-space compared with the complete library (Fig. 3b–e).
While this initial series was inactive against P. aeruginosa (PAO1), we found several active bicyclic peptides against Bacillus subtilis (BR 151), a Gram-positive bacterium often sensitive to membrane disrupting compounds. Although an antimicrobial effect was already observable in 1b, the smallest bicyclic peptide in the series, activity generally increased with size and was strongly sequence and partly isomer dependent, with 19 showing the best activity in the series.
Assuming that AMBP 19 marked a bioactive region in 2DP-space we selected 100 of its nearest neighbours in 2DP space from the 20![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 250 bicyclic peptides in subset 1 (Fig. 3). We then clustered these nearest neighbours in five groups and cherry-picked 3 to 4 sequences from each group for synthesis and experimental evaluation. These analogs had the same size as 19 but different sequences and ratios of leucine to lysine (20–38, Table S2,† the most active AMPDs are shown in Table 1). Synthesis and testing revealed additional hits against B. subtilis as well as 26b, 27b and 36b as the first AMBPs with significant activity against P. aeruginosa. Strikingly activity was systematically occurring in isomer b.
250 bicyclic peptides in subset 1 (Fig. 3). We then clustered these nearest neighbours in five groups and cherry-picked 3 to 4 sequences from each group for synthesis and experimental evaluation. These analogs had the same size as 19 but different sequences and ratios of leucine to lysine (20–38, Table S2,† the most active AMPDs are shown in Table 1). Synthesis and testing revealed additional hits against B. subtilis as well as 26b, 27b and 36b as the first AMBPs with significant activity against P. aeruginosa. Strikingly activity was systematically occurring in isomer b.
A third round of virtual screening, synthesis and testing of 2DP nearest neighbors of 27b (28 pure isomers and 5 isomeric mixtures, 39–57, Table S3,† active AMBPs shown in Table 1) did not yield improved activities, suggesting that 27b marked a local activity optimum. We therefore turned to designing specific analogs for further activity improvements. Analogs of 27b featuring exhaustive Leu → Phe (58b), Leu → Trp (59), Lys → Dab (60b) or Lys → Arg (61) replacements, which in principle probed compounds belonging to the larger virtual library of 243 M structures (Fig. 3a and b), were less active. On the other hand adding a side-chain decanoylated lysine at the C-terminus as a hydrophobic extension similar to that found in polymyxin gave AMBP 62b with increased activity against P. aeruginosa PAO1 (Table 1). AMBP 62b also showed moderate activity against several multidrug resistant P. aeruginosa clinical isolates, and Acinetobacter baumannii (Table S4†).
In view of the importance of biofilms in bacterial infections we tested all active AMBPs against P. aeruginosa biofilms using a protocol used earlier in our laboratory to investigate glycopeptide dendrimer biofilm inhibitors.64–66 These assays identified 29b and 36b as two particularly active AMBPs for biofilm inhibition and dispersal. Their activity was comparable to that of the recently reported linear all-D peptide biofilm inhibitor DJK5.51 As for DJK5, 29b and 36b were also less active against planctonic P. aeruginosa than against its biofilms. Remarkably 29b and 36b showed a synergistic effect with polymyxin on biofilm inhibition and dispersal (Table 1 and Fig. S4–S18†).
We then turned to crystallography to gain additional structural insights into our AMBPs. While direct crystallization attempts with several AMBPs failed, we obtained the X-ray crystal structures of the smallest AMBPs 1a and 1b through their fucosylated derivatives of 63a and 63b in complex with P. aeruginosa lectin LecB. In 63a/b the sequence of 1a/b has been extended by an additional lysine residue at the C-terminus, whose side-chain is acylated with α-L-fucosylacetic acid. This fucoside appendage is used to anchor the peptide to the lectin, which crystallizes readily, a principle generally useful to access structural information on molecules otherwise difficult to crystallize.66,68,69 Here the crystal structures showed well defined peptide macrocycles for both AMBPs, which were immobilized in the crystal lattice not only via their anchoring fucosyl group, but also through several hydrogen bonds between the peptide backbone and the lectin (Table S5,†Fig. 5a and b). On the other hand, the amino acid side chains were mostly not visible indicating conformational flexibility. For both isomers the dihedral angles of the peptide backbone resided in allowed regions of the Ramachandran plot suggesting minimal strain (Fig. S24†), although a cis-peptide bond was present in the case of 63a. These structures also confirmed the isomer assignment derived from the selective synthesis. An additional X-ray structure was obtained for a LecB complex with 64a, an analog of 63a with a sequence designed to facilitate crystallization, and for which a well-resolved electron density was obtained including all residue side-chains, providing additional support for the structural assignment (PDB code 5NGQ, Table S5 and Fig. S25†).
|  | ||
| Fig. 5 X-ray crystallography and molecular dynamics of AMBPs. (a) Overview (upper) and electron density with contacts (lower, distance cut-off 3.5 Å) of the X-ray structure the 63a·LecB complex (PDB code 518M). Each LecB subunit is shown in ribbon diagram with a different color and the visible ligands are shown in CPK models. Only one of the four fucose binding sites of the lectin tetramer is occupied by a fully resolved bicyclic peptide ligand, which is immobilized though contacts with other LecB units in the crystal lattice. In the lower image residues of the AMBP are written in black. LecB residues engaging in direct contact with the AMBP are drawn and labeled in the color of the corresponding subunit as shown in the upper figure. (b) Similar representation of 63b·LecB (PDB code 518X). (c) Structural model of the backbone for 1a/b from X-ray data of the fucosylated analogs 63a/b and for 27a/b from MD simulation. (d) 11 superimposed structures of the complete AMBP 27a/b from the last 100 ns of MD at 300 K after simulated annealing. Blue = Lys, brown = Leu. See also ESI Table S6, S7, Fig. S26 and S27.† | ||
LecB complexes with 65a or 65b, the fucosylated analogs of 27a and 27b, also gave well-diffracting crystals, however without observable electron densities for their ligand except for the anchoring fucosyl group, probably because these AMBP did not engage in immobilizing contacts with the lectin and retained an important conformational flexibility in the crystal lattice. We therefore performed molecular dynamics (MD) simulations in explicit water using the GROMACS molecular modeling package to gain a structural insight.70
A starting conformation was generated using the CORINA software.71 To access an unbiased set of stable conformations in solution, the model was first heated to 450 K to produce 11 snapshots of high energy structures that were progressively cooled to 300 K in a simulated annealing procedure. The low energy structures were then clustered and analyzed. These MD simulations indicated relatively stable and significantly different backbone geometries for each isomer, which resulted in significantly different overall structures despite of the flexibility of the lysine and leucine side chains (Fig. 5c and d).
In the structural model obtained by MD for 27a/b the hydrophobic leucine side chains and the positively charged lysine side chains formed distinct groups, partly as a result of the peptide sequence, which could be interpreted in terms of an amphiphilic structure that might explain membrane disruptive activity. However these models did not offer a convincing structural rationale for the stronger activity of b isomers compared to a isomers.
To gain additional insights we performed Fourier transform infrared (FTIR) spectroscopy in different media to probe whether the more active isomer 27b might undergo more pronounced conformational changes than 27a between water and the membrane environment since such changes are typically linked to antimicrobial and membrane disruptive activities of AMPs.5–12 FTIR spectra of 27a and 27b were recorded in aqueous PBS containing up to 90% trifluoroethanol (TFE) to mimic a transition from the aqueous environment to the membrane environment. Both isomers behaved similarly and showed a shift of the broad Amide I′ peak from 1638 cm−1 in aqueous PBS indicative of disordered hydrated α-helices to 1650 cm−1 in the presence of TFE characteristic for buried α-helices (Fig. 6). Similar FTIR data were observed with AMBPs 26a/b and biofilm inhibitor 29a/b (Fig. S28†).
Since our AMBPs cannot fold into an α-helix due to their bicyclic topology we interpret the FTIR data in terms of a conformational rearrangement from a hydrated conformation in water to a more compact state in the membrane environment. However, the fact that both isomers undergo such conformational rearrangement to a similar extent implies that this effect cannot explain their different antimicrobial and vesicle leakage activities. We therefore propose that the stronger activity of b isomers versus a isomers results from differences in structure, as observed in the X-ray and MD studies above, rather than from differences in conformational flexibilities. Note that the chromatographic evidence that b isomers elute second and are therefore slightly more hydrophobic than a isomers suggests that they might engage in stronger interactions with the bacterial membrane.
To the best of our knowledge the chemical space guided approach demonstrated here with 2DP, a new shape and pharmacophore fingerprint inspired by computer-aided drug design methods for small molecules, is unprecedented for peptides. This method provides a general strategy to search for bioactive peptides with bicyclic or other unusual multi-branched topologies unsuitable for combinatorial synthesis and requiring careful evaluation of individually synthesized and purified compounds. Such exploratory approaches outside of standard topologies should help in expanding the structural diversity of peptide-based drugs. Although the sequences surveyed here only contain leucine and lysine, our 2DP fingerprint perceives detailed sequence elements (Fig. 2b, BLAST search) and should therefore be applicable to explore more diverse amino acid sequences and possibly other types of biological activities encountered with peptides.
![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 617
617![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 853 bicyclic peptides, each of them giving two possible isomers. For each enumerated peptide sequence, the 2DP fingerprint was calculated for each isomer a and b separately.
853 bicyclic peptides, each of them giving two possible isomers. For each enumerated peptide sequence, the 2DP fingerprint was calculated for each isomer a and b separately.
        ![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 235
235![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 706 bicyclic peptides (including isomers) to reduce the dimensionality from the initial d = 136 to d = 3. The projection matrix yielded by the PCA of the exhaustively enumerated library was then also used to create the 3D plots of the subsets “Lys and Leu only”, “Lys/Leu” and “synthesized” (Fig. 2b–e).
706 bicyclic peptides (including isomers) to reduce the dimensionality from the initial d = 136 to d = 3. The projection matrix yielded by the PCA of the exhaustively enumerated library was then also used to create the 3D plots of the subsets “Lys and Leu only”, “Lys/Leu” and “synthesized” (Fig. 2b–e).
        ![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 90, v/v) containing 0.05% TFA. Preparative RP-HPLC was performed with a Waters automatic Prep LC Controller System containing the four following modules: Waters 2489 UV/Vis detector, Waters 2545 pump, Waters Fraction Collector III and Waters 2707 Autosampler. A Dr Maisch GmbH Reprospher column (C18-DE, 100 × 30 mm, particle size 5 μm, pore size 100 Å, flow rate 40 mL min−1) was used. Compounds were detected by UV absorption at 214 nm using a Waters 248 Tunable Absorbance Detector. Data recording and processing was performed with Waters ChromScope version 1.40 from Waters Corporation. All RP-HPLC were using HPLC-grade acetonitrile and Milli-Q deionized water. The elution solutions were: A MilliQ deionized water containing 0.1% TFA; D MilliQ deionized water/acetonitrile (10
90, v/v) containing 0.05% TFA. Preparative RP-HPLC was performed with a Waters automatic Prep LC Controller System containing the four following modules: Waters 2489 UV/Vis detector, Waters 2545 pump, Waters Fraction Collector III and Waters 2707 Autosampler. A Dr Maisch GmbH Reprospher column (C18-DE, 100 × 30 mm, particle size 5 μm, pore size 100 Å, flow rate 40 mL min−1) was used. Compounds were detected by UV absorption at 214 nm using a Waters 248 Tunable Absorbance Detector. Data recording and processing was performed with Waters ChromScope version 1.40 from Waters Corporation. All RP-HPLC were using HPLC-grade acetonitrile and Milli-Q deionized water. The elution solutions were: A MilliQ deionized water containing 0.1% TFA; D MilliQ deionized water/acetonitrile (10![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 90, v/v) containing 0.1% TFA. MS spectra, recorded on a Thermo Scientific LTQ OrbitrapXL, were provided by the MS analytical service of the Department of Chemistry and Biochemistry at the University of Bern (group PD Dr Stefan Schürch).
90, v/v) containing 0.1% TFA. MS spectra, recorded on a Thermo Scientific LTQ OrbitrapXL, were provided by the MS analytical service of the Department of Chemistry and Biochemistry at the University of Bern (group PD Dr Stefan Schürch).
      
      
        SPPS was performed either manually in polypropylene syringes (see below) or by automated SPPS using microwave synthesizers. The Fmoc-Rink amide resin (0.25 mmol g−1, 400 mg) was placed in a 10 mL polypropylene syringe. The resin was swollen in DCM for 60 min. After removal of DCM, the Fmoc protecting group was removed using a solution of piperidine in DMF (1![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 4, v/v). Stirring of the reaction mixture at any given step described below was performed by attaching the closed syringe to a rotating axis. The following conditions were used:
4, v/v). Stirring of the reaction mixture at any given step described below was performed by attaching the closed syringe to a rotating axis. The following conditions were used:
![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 4, v/v) for 20 min. After filtration the resin was washed with NMP (3 × 6 mL), MeOH (3 × 6 mL) and DCM (3 × 6 mL).
4, v/v) for 20 min. After filtration the resin was washed with NMP (3 × 6 mL), MeOH (3 × 6 mL) and DCM (3 × 6 mL).
        ![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 20, v/v) were added to the resin. 5 eq. of DIEA were added and the reaction was stirred for 90 min. The resin was then washed with NMP (3 × 6 mL), MeOH (3 × 6 mL) and DCM (3 × 6 mL).
20, v/v) were added to the resin. 5 eq. of DIEA were added and the reaction was stirred for 90 min. The resin was then washed with NMP (3 × 6 mL), MeOH (3 × 6 mL) and DCM (3 × 6 mL).
        ![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 20, v/v) were added to the resin. 6 eq. of DIEA were added and the reaction was stirred for 120 min. The resin was then washed with NMP (3 × 6 mL), MeOH (3 × 6 mL) and DCM (3 × 6 mL). The resulting coupling was checked by TNBS test.
20, v/v) were added to the resin. 6 eq. of DIEA were added and the reaction was stirred for 120 min. The resin was then washed with NMP (3 × 6 mL), MeOH (3 × 6 mL) and DCM (3 × 6 mL). The resulting coupling was checked by TNBS test.
        ![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 2.5
2.5![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 2.5
2.5![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 1, v/v/v/v) solution for 3 h. The peptide solutions were precipitated with 25 mL of TBME, centrifuged for 10 min at 3500 rpm, resuspended in TBME and centrifuged again; finally the precipitate was dried under high vacuum for 60 min. The crude was then dissolved in a water/acetonitrile mixture and purified by preparative RP-HPLC. The fractions containing the product (by LC-MS) were then lyophilized. Yields were calculated for the TFA salts of the products.
1, v/v/v/v) solution for 3 h. The peptide solutions were precipitated with 25 mL of TBME, centrifuged for 10 min at 3500 rpm, resuspended in TBME and centrifuged again; finally the precipitate was dried under high vacuum for 60 min. The crude was then dissolved in a water/acetonitrile mixture and purified by preparative RP-HPLC. The fractions containing the product (by LC-MS) were then lyophilized. Yields were calculated for the TFA salts of the products.
        ![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 50, v/v). The chloroacetylated peptide in H2O/MeCN was added dropwise to KI (1 eq.) and DIEA (10 eq.) in H2O/MeCN. The mixture was stirred for 60 min under argon atmosphere. The completion of the reaction was monitored by LC-MS after 60 min and lyophilized directly. The products, 2 isomers bicyclic peptides, were then subjected to RP-HPLC purification with 90 min gradient to achieve separation of the two isomers and all the fractions were analysed by LC-MS with a 7.5 min gradient and lyophilized twice. Yields were calculated for the TFA salts.
50, v/v). The chloroacetylated peptide in H2O/MeCN was added dropwise to KI (1 eq.) and DIEA (10 eq.) in H2O/MeCN. The mixture was stirred for 60 min under argon atmosphere. The completion of the reaction was monitored by LC-MS after 60 min and lyophilized directly. The products, 2 isomers bicyclic peptides, were then subjected to RP-HPLC purification with 90 min gradient to achieve separation of the two isomers and all the fractions were analysed by LC-MS with a 7.5 min gradient and lyophilized twice. Yields were calculated for the TFA salts.
      
      
        The linear chloroacetylated peptide was first synthesized using the standard SPPS procedure described above, but using Fmoc-Lys(Alloc)-OH at the position of the branching lysine. The Mmt protecting group was then removed with 8 mL of DCM/TES/TFA (96![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 3
3![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 1, v/v/v) for 20 min. After filtration the resin was then washed with NMP (3 × 6 mL), MeOH (3 × 6 mL) and DCM (3 × 6 mL). The first thioether ligation was then performed on resin with a mixture of DMF/MeCN (80
1, v/v/v) for 20 min. After filtration the resin was then washed with NMP (3 × 6 mL), MeOH (3 × 6 mL) and DCM (3 × 6 mL). The first thioether ligation was then performed on resin with a mixture of DMF/MeCN (80![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 20, v/v), KI (5 eq.), DIEA (5 eq.) overnight. After filtration, the resin was washed with NMP (3 × 6 mL), MeOH (3 × 6 mL) and DCM (3 × 6 mL).
20, v/v), KI (5 eq.), DIEA (5 eq.) overnight. After filtration, the resin was washed with NMP (3 × 6 mL), MeOH (3 × 6 mL) and DCM (3 × 6 mL).
The Alloc group of the branching lysine was then removed as follows: the polypropylene syringe was equipped with a septum and dried under vacuum for one hour. It was then swollen in dry DCM for 20 min under argon. After removal of the solvent, Pd(PPh3)4 (0.25 eq.) was dissolved in 8 mL of dry DCM and added to the resin under argon. Phenylsilane (25 eq.) was then added to the resin. The reaction was stirred under argon bubbling for 45 min (2×). The reagents were then removed by filtration and the resin washed with dry DCM (6 mL, 2 × 15 min), sodium diethylamino dithiocarboxylate (20 mM in DMF, 6 mL, 10 min) and finally with NMP (3 × 6 mL), MeOH (3 × 6 mL) and DCM (3 × 6 mL).
After Alloc deprotection the other branch of the peptide dendrimer was grown by SPPS, like mentioned above and last Fmoc deprotection and chloroacetylation were performed like usual. Cleavage, purification of monocyclic peptide and second cyclization were performed under standard conditions used previously.
Before the last Fmoc deprotection the Alloc group was removed as described above, and the lysine side chain of the first residue was coupled with either decanoic acid or peracetylated α-L-fucosyl-acetic acid as follows: the acid (5 eq.), HATU (4 eq.) and DIPEA (10 eq.) were dissolved in 4.5 mL of NMP and 1.5 mL of DCM and added to the syringe. The mixture was stirred overnight. The solvent was filtrated and the washing step, NMP (2 × 6 mL), MeOH (2 × 6 mL) and DCM (2 × 6 mL), was performed.
The two N-terminal Fmoc groups were then removed and the two N-termini were chloroacetylated as described above. The dendrimer was then cleaved from the resin, purified, and cyclized in solution. For the fucose containing compounds the acetyl groups were removed prior to HPLC purification as follows: the cyclization solution was lyophilized, and the crude bicyclic glycopeptide was dissolved and stirred 24 h in a mixture of MeOH/H2O/NH3 (8![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 1
1![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 1). The MeOH was removed under vacuum and the solution was lyophilized. Finally, the bicyclic peptides were purified by preparative HPLC as above. Isomers a and b could be separated in all cases.
1). The MeOH was removed under vacuum and the solution was lyophilized. Finally, the bicyclic peptides were purified by preparative HPLC as above. Isomers a and b could be separated in all cases.
For biofilm dispersal, biofilm was formed as described above but in the absence of compound for 24 hours. Wells were washed twice with 200 μL sterile deionized water before adding 200 μL 0.25% (w/v) nutrient broth containing the desired concentration of compound. Compound containing solutions were sterile filtered (pore size 0.22 μm) prior to addition to the wells. After another 24 hours of incubation at 37 °C under static conditions, the well supernatants were removed and the wells were washed twice with 200 μL sterile deionized water. The biofilm was stained with 200 μL of 0.25% (w/v) nutrient broth containing 0.5 mM WST-8 and 20 μM phenazine ethosulfate for 2.5–3 hours at 37 °C under static conditions. The resulting absorbance was measured as in the biofilm inhibition experiment.
![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 4, v/v). Selected peptide was diluted in Tris buffer to a concentration of 400 μM. Aliquots of peptide solution (50 μL) were added to aliquots of serum (50 μL) in sterile Eppendorf tubes, to reach a peptide concentration of 200 μM during the assay. Samples were incubated at 37 °C under gentle stirring (350 rpm). Different samples (triplicates) were quenched at different time points (0/1/3/6/24 h) by precipitating serum proteins through the addition of (0.1 M) ZnSO4·7H2O/ACN (1
4, v/v). Selected peptide was diluted in Tris buffer to a concentration of 400 μM. Aliquots of peptide solution (50 μL) were added to aliquots of serum (50 μL) in sterile Eppendorf tubes, to reach a peptide concentration of 200 μM during the assay. Samples were incubated at 37 °C under gentle stirring (350 rpm). Different samples (triplicates) were quenched at different time points (0/1/3/6/24 h) by precipitating serum proteins through the addition of (0.1 M) ZnSO4·7H2O/ACN (1![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 1) (0.1 M, 100 μL) and cooling down in ice bath. Protein precipitates were pelleted under centrifugation and the supernatants were sampled and evaporated to dryness in a centrifugal evaporator. Samples were re-suspended in a H2O/ACN (4
1) (0.1 M, 100 μL) and cooling down in ice bath. Protein precipitates were pelleted under centrifugation and the supernatants were sampled and evaporated to dryness in a centrifugal evaporator. Samples were re-suspended in a H2O/ACN (4![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 1, v/v) mixture and centrifuged again to remove residual protein precipitate. Supernatants were then sampled and analyzed by LC-MS. Experiment controls included a precipitation control for each peptide, to test their resistance to the protein precipitation conditions, and serum blanks, to check reproducibility over different serum batches. Two peaks originating from DMEM, surviving the incubation in serum and the protein precipitation conditions were used as internal standard.
1, v/v) mixture and centrifuged again to remove residual protein precipitate. Supernatants were then sampled and analyzed by LC-MS. Experiment controls included a precipitation control for each peptide, to test their resistance to the protein precipitation conditions, and serum blanks, to check reproducibility over different serum batches. Two peaks originating from DMEM, surviving the incubation in serum and the protein precipitation conditions were used as internal standard.
      
      
        ![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 000 rpm for 3 min and fixed overnight with 2.5% glutaraldehyde in 0.15 M HEPES with an osmolarity of 670 mOsm and adjusted to a pH of 7.35. The next day, PAO1 were washed with 0.15 M HEPES three times for 5 min, postfixed with 1% OsO4 in 0.1 M Na-cacodylate-buffer at 4 °C for 1 h. Thereafter, bacteria cells were washed in 0.1 M Na-cacodylate-buffer three times for 5 min and dehydrated in 70, 80, and 96% ethanol for 15 min each at room temperature. Subsequently, they were immersed in 100% ethanol three times for 10 min, in acetone two times for 10 min, and finally in acetone–Epon (1
000 rpm for 3 min and fixed overnight with 2.5% glutaraldehyde in 0.15 M HEPES with an osmolarity of 670 mOsm and adjusted to a pH of 7.35. The next day, PAO1 were washed with 0.15 M HEPES three times for 5 min, postfixed with 1% OsO4 in 0.1 M Na-cacodylate-buffer at 4 °C for 1 h. Thereafter, bacteria cells were washed in 0.1 M Na-cacodylate-buffer three times for 5 min and dehydrated in 70, 80, and 96% ethanol for 15 min each at room temperature. Subsequently, they were immersed in 100% ethanol three times for 10 min, in acetone two times for 10 min, and finally in acetone–Epon (1![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 1) overnight at room temperature. The next day, bacteria cells were embedded in Epon and hardened at 60 °C for 5 days. Sections were produced with an ultramicrotome UC6, first semithin sections (1 μm) for light microscopy that were stained with a solution of 0.5% toluidine blue O and then ultrathin sections (70–80 nm) for electron microscopy. The sections, mounted on single slot copper grids, were stained with uranyl acetate and lead citrate with an ultrastainer. Sections were then examined with a Tecnai Spirit transmission electron microscope equipped with two digital cameras.
1) overnight at room temperature. The next day, bacteria cells were embedded in Epon and hardened at 60 °C for 5 days. Sections were produced with an ultramicrotome UC6, first semithin sections (1 μm) for light microscopy that were stained with a solution of 0.5% toluidine blue O and then ultrathin sections (70–80 nm) for electron microscopy. The sections, mounted on single slot copper grids, were stained with uranyl acetate and lead citrate with an ultrastainer. Sections were then examined with a Tecnai Spirit transmission electron microscope equipped with two digital cameras.
      
      
        ![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 1 molar excess, taking into account that the biological unit of LecB is a homo-tetramer. Crystals were obtained within five days after mixing 1.5 μL of LecB ligand-complex with 1.5 μL of reservoir solution at 18 °C. Primary crystallization conditions were found in Crystal screens I/II (Hampton Research, Laguna Niguel, CA, USA). Crystals of highest diffraction were obtained from condition 0.2 M ammonium acetate, 0.1 M sodium citrate tribasic dehydrate pH 5.6 and 30% w/v polyethylene glycol 4000, Crystal Screen I 9 in the case of 63b. In the case of 63a the best condition was 0.2 M sodium acetate trihydrate, 0.1 M Tris hydrochloride pH 8.5 and 30% w/v polyethylene glycol 4000, which is Crystal Screen I 22. The structures were solved using the XDS,73 CCP4,74 the phenix75 program suite and the Coot76 graphical program. Pictures were done using the PyMol software.77
1 molar excess, taking into account that the biological unit of LecB is a homo-tetramer. Crystals were obtained within five days after mixing 1.5 μL of LecB ligand-complex with 1.5 μL of reservoir solution at 18 °C. Primary crystallization conditions were found in Crystal screens I/II (Hampton Research, Laguna Niguel, CA, USA). Crystals of highest diffraction were obtained from condition 0.2 M ammonium acetate, 0.1 M sodium citrate tribasic dehydrate pH 5.6 and 30% w/v polyethylene glycol 4000, Crystal Screen I 9 in the case of 63b. In the case of 63a the best condition was 0.2 M sodium acetate trihydrate, 0.1 M Tris hydrochloride pH 8.5 and 30% w/v polyethylene glycol 4000, which is Crystal Screen I 22. The structures were solved using the XDS,73 CCP4,74 the phenix75 program suite and the Coot76 graphical program. Pictures were done using the PyMol software.77
        The crystallization of 64a succeeded with the soaking method. The apo crystals were grown in the same way as described above for the co-crystallization. Then different amounts of ligand were added. The best result was observed in the Crystal Screen I condition 47 which contain 0.1 M sodium acetate trihydrate pH 4.6 and 2.0 M ammonium sulfate. The ligand was added in a volume of 2 μL which results in a final concentration factor of 12.3 for the ligand compared with the protein concentration. All crystallization attempts with 64b and 65a/b either gave no crystals or well-resolved crystals in which only the fucosylated linker gave observable electron density.
The energy was minimized using a steepest gradient method to remove any close contacts before the system was subjected to a two-phase position-restrained MD equilibration procedure. The system was first allowed to evolve for 1.0 ns in a canonical NVT (N is the number of particles, V the system volume, and T the temperature) ensemble at 300 K before pressure coupling was switched on and the system was equilibrated for an additional 50 ns in the NPT (P is the system pressure) ensemble at 1.0 bar.
This pre-equilibrated system was used as the starting point for the simulated annealing molecular dynamics (SA-MD) run. The system was heated to 450 K and high energy conformers were sampled at 100, 150, 200, 250 and 300 ns. Each of the conformers was the cooled from 450 K to 300 K over 50 ns and allowed to evolve for an additional 200 ns. All bond lengths were constrained to their equilibrium values by using the LINCS algorithm. The neighbor list for the calculation of nonbonded interactions was updated every five time steps with a cutoff of 1.0 nm with a step size of 2 fs. A twin range cutoff of 1.0 nm was used for both Coulomb and Lennard-Jones interactions. The system was split into two groups, “Protein” and “Non-Protein”, which were coupled separately to a temperature bath using the V-rescale algorithm with a time constant of 0.1 ps while the pressure coupling was conducted using an isotropic Parrinello–Rahman barostat with a time constant of 2.0 ps.
The last 100 ns (150 → 250 ns) of each SA-MD run were used in the subsequent analysis. To obtain a representative conformer for each SA-MD run, the last 100 ns (10![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 001 frames) of each run were clustered using an RMSD cut-off to 0.12 nm. The large number of clusters combined with the very large percentage of structures in the top cluster is an indication of the stability of the one main conformer in each case (Table S6†). The PyMol Molecular Graphics System, version 1.8 (Schrödinger, LLC), was used to create structural models.
001 frames) of each run were clustered using an RMSD cut-off to 0.12 nm. The large number of clusters combined with the very large percentage of structures in the top cluster is an indication of the stability of the one main conformer in each case (Table S6†). The PyMol Molecular Graphics System, version 1.8 (Schrödinger, LLC), was used to create structural models.
The Fourier-self-deconvolution (FSD) of the Amide I′ band was performed by the Resolutions-Pro software (Varian Australia Pty Ltd.) by using an enhancement factor K = 2.4 and half-bandwidth HW = 13 cm−1. Second derivative spectra were calculated following the Savitsky–Golay method, after a binomial 11 points smoothing of the spectra by the GRAMS-32 software (Galactic Industries, Salem, NH).
| Footnote | 
| † Electronic supplementary information (ESI) available: Characterization of all compounds, crystallography tables, and characterization of all compounds. See DOI: 10.1039/c7sc01314k | 
| This journal is © The Royal Society of Chemistry 2017 |