Ruibin
Liu
,
Neha
Verma‡
,
Jack A.
Henderson
,
Shaoqi
Zhan
and
Jana
Shen
*
University of Maryland School of Pharmacy, Baltimore, MD, USA. E-mail: jana.shen@rx.umaryland.edu
First published on 3rd November 2021
Mitogen-activated protein kinases (MAPK) are important therapeutic targets, and yet no inhibitors have advanced to the market. Here we applied the GPU-accelerated continuous constant pH molecular dynamics (CpHMD) to calculate the pKa's and profile the cysteine reactivities of all 14 MAPKs for assisting the targeted covalent inhibitor design. The simulations not only recapitulated but also rationalized the reactive cysteines in the front pocket of JNK1/2/3 and the extended front pocket of p38α. Interestingly, the DFG − 1 cysteine in the DFG-in conformation of ERK1/ERK2 was found somewhat reactive or unreactive; however, simulations of MKK7 showed that switching to the DFG-out conformation makes the DFG − 1 cysteine reactive, suggesting the advantage of type II covalent inhibitors. Additionally, the simulations prospectively predicted several druggable cysteine and lysine sites, including the αH head cysteine in JNK1/3 and DFG + 6 cysteine in JNK2, corroborating the chemical proteomic screening data. Given the low cost and the ability to offer physics-based rationales, we envision CpHMD simulations to complement the chemo-proteomic platform for systematic profiling cysteine reactivities for targeted covalent drug discovery.
The MAPKs contain 14 genes, of which 10 are the classical and 4 are the atypical MAPKs (Fig. 1a). The well-characterized classical MAPKs have a consensus TXY motif in the activation loop for dual phosphorylation.2 They include three subfamilies, the extracellular signal-regulated kinases ERK1/2/5, c-Jun N-terminal kinases JNK1/2/3, and p38 enzymes p38α/β/γ/δ (Fig. 1a enlarge). The less studied atypical MAPKs have no consensus motif for phosphorylation and they include ERK3/4/7 and nemo-like kinase (NLK).2
Fig. 1 Cysteine locations in the MAPKs. (a) MAPK family in the human kinome (kinome tree generated with KinMap11). A zoomed-in view shows the classical (red) and atypical (yellow) MAPKs. (b) Locations of cysteines shown in a typical kinase structure. Cysteines are shown as cyan (conserved) and magenta (unique) spheres. The numbers refer to the positions in the 85 kinase ligand binding site residues (aligned by KLIFS based on all available kinase crystal structures12). For residues not in the ligand binding site, their positions relative to the nearest secondary structure or the DFG motif are given. Secondary structure annotations are as follows, Gly-rich or P loop (g.l), β-II strand (βII), N-lobe loop between β-II and β-III strands (N.l), αC/D/E/F/G/H/I helices (αC/D/E/F/G/H/I), back loop between β-VII and β-VIII strands (b.l), X-Asp-Phe-Glu motif (xDFG), activation loop (a.l), loop between αF and αG helices (FG.l), C-lobe loop between αH and αI helices (C.l), and C terminal (CT). (c) MAPK cysteines mapped onto the kinase ligand binding site structural motifs. Helix, β strand, and loop are colored red, yellow, and green, respectively. The xDFG motif and activation loop are colored blue. The unique cysteine positions are listed in a beige box. |
ERK1/2 signaling regulates cell proliferation, survival, growth, metabolism, migration, and differentiation in response to extracellular stimuli.2 As such, they are attractive anticancer drug targets, with several inhibitors entering the clinical trials in recent years.3,6 JNKs play important roles in neurodegenerative diseases, inflammation, and cancer progression, and the phase II clinical trial of a selective JNK inhibitor AS602801 is ongoing.1,7 p38 kinases have received more attention than ERKs and JNKs, with over 20 candidate drugs in clinical trials.8 Since SARS-CoV-2 virus often induces severe inflammation, inhibition of p38 has been hypothesized to attenuate COVID-19 infection, as upregulation of p38 MAPK pathway activates pro-inflammatory cytokines.9 The physiological role of atypical MAPKs is poorly understood, but some studies showed that they are also involved in cell proliferation, differentiation and the production of cytokines.10
While most MAPK inhibitors are reversible noncovalent binders, targeted covalent kinase inhibitors (TCKIs) have emerged in recent years. TCKIs carry an electrophilic warhead to enable chemical reaction with a nucleophilic residue once a noncovalent enzyme/inhibitor complex is formed.13 When designed properly, a TCKI has the potential to improve potency, pharmacodynamics, and target selectivity over the reversible analog;14–16 in recent years, over a dozen TCKIs have been approved for the treatment of various cancer conditions.
Cysteine is the most nucleophilic amino acid and the most frequently targeted site in a TCKI design.14–17 Kinetic experiments showed that the apparent or observed rate constant of a thiol nucleophilic addition is inversely related to the thiol pKa.18–21 This can be explained, as a decrease in pKa leads to an increase in the availability of the highly nucleophilic thiolate form.14,22,23 A cysteine in the fully solvent exposed condition (e.g., in the model pentapeptide AACAA) has a pKa around 8.6,24 and thus mainly protonated at physiological pH 7.4. Therefore, a pKa downshift relative to the model value promotes the nucleophilicity of a cysteine, and as such may be used as a proxy for estimating the reactivity of cysteine. Note, the reactivity of a thiol (defined as the apparent rate constant) is not to be confused with the intrinsic nucleophilicity of a thiolate which may, dependent on the particular molecule, increase with the thiol pKa.18,21 A recent experiment demonstrated that the electrophilic fragments are more reactive towards the cysteine in cathepsin B which has a lower pKa than that in MurA.25
MAPKs have 2–8 cysteines, mostly near the ligand binding site and shared among several members of the MAPK family (Fig. 1b). Fig. 1c shows the locations of the MAPK cysteines relative to the kinase secondary structures mapped onto the aligned ligand binding site sequence taken from KLIFS.12 Nearly all secondary structures have one cysteine conserved to a varying degree. The cysteine in the middle of the αF helix is conserved among all MAPKs. The second most common cysteine location is DFG-6 in the back loop (b.l) that connects the β-VII and β-VIII strands near the ATP binding pocket; this Cys exists in all MAPKs except for ERK3/7 (Fig. 1c). By contrast, ERK3 has a unique cysteine on the Gly-rich loop (g.l, also known as the P loop), and JNK2 has a unique cysteine in the loop connecting the αF and αG helices. Some of the MAPK cysteine locations have already been exploited in TCKI design, e.g., the front pocket (FP) N-terminal capping (Ncap) cysteine of the αD helix in JNKs, the extended FP cysteine in p38α, and the DFG − 1 cysteine in ERK1/2.
The knowledge of highly nucleophilic cysteine locations is valuable in TCKI design, because pairing a highly reactive cysteine with a weakly reactive electrophilic warhead may lower the risk of off-target toxicities and increase selectivity. In traditional noncovalent drug discovery, binding site difference is a main driver for inhibitor selectivity; in targeted covalent drug discovery, the variation in cysteine reactivity offers an additional parameter for selective design. Thus, the knowledge of relative cysteine reactivity is also important. For example, directing at a cysteine that is conserved among a protein family may only be worthwhile if the binding site and/or the cysteine reactivity varies.
Molecular dynamics (MD) is a type of computer simulation that offers atomically detailed view of conformational dynamics of proteins using the physics-based energy function (force field). The continuous constant pH MD (CpHMD) allows sampling of microscopic conformational states while simultaneously titrating all ionizable groups.26 Due to the direct coupling between conformational dynamics and proton titration, it has emerged as one of the most accurate protein pKa predictors.27 Recently, the generalized Born (GB) implicit solvent based CpHMD method in the independent pH mode or the pH replica-exchange protocol (for accelerated convergence)28,29 have been validated for cysteine pKa predictions.30,31 For 24 proteins with NMR-determined cysteine pKa's that significantly deviate from the solution (model) value, the root-mean-square error (RMSE) of the CpHMD predicted pKa's is 1.2, which is more than two units smaller than the RMSE's from the traditional pKa calculations based on the Poisson–Boltzmann (PB) or empirical PROPKA method.31 The accuracy (percentage of true positives and negatives) of predicting thiolates at physiological pH is about 81% with replica-exchange CpHMD, compared to the accuracy below 50% with the PB or empirical methods.31 Importantly, the CpHMD simulations were able to recapitulate the mutation induced changes of the cysteine pKa's of several proteins.31 Most recently, CpHMD was applied to systematically examine how the local environment affects the reactivity of the front-pocket N-terminal cap cysteine for all human kinases.32
To assist the TCKI discovery efforts against MAPKs, here we employed the GPU-accelerated continuous constant pH molecular dynamics (CpHMD) titration simulations33,34 to systematically profile and rationalize the reactivities of cysteines in all 14 MAPKs using their pKa as a proxy. We identified several reactive cysteines in JNK1/2/3, p38α/β, ERK1/2/5, and the atypical kinases ERK3 and NLK. With the exception of the DFG − 1 cysteine in ERK1/2, all previously targeted cysteine locations either by TCKIs or probes/fragments in chemo-proteomic screening35,36 are recapitulated. We discuss the physical basis for the increased cysteine reactivities and the conformational factor that modulates the reactivity of the DFG − 1 cysteine. Additionally, we report prospectively predicted locations that may be targeted by TCKIs.
CpHMD titration of La antigen yielded a slightly upshifted pKa of 8.8 ± 0.1 for Cys232 and a highly downshifted pKa of 3.7 ± 0.1 for Cys245. Thus, according to our definition, Cys232 is somewhat reactive and Cys245 is hyper reactive, in agreement with the NMR-based assessment of their reactivities.37 The 5-unit difference in the pKa's of the two cysteines can be explained by the local conformational and electrostatic environment. Cys232 is located on the unstructured N-terminal loop and pointing toward solvent without significant interactions with other residues (Fig. 2a). Therefore, its pKa is similar to the model value of 8.6. In contrast, Cys245 is the Ncap residue of a helix (Fig. 2a). It is widely known that the helix dipole stabilizes a negative charge on the N terminus,38,39 and it was hypothesized that Ncap cysteines are in the highly reactive thiolate form prone to chemical modification.22 The latter was used to explain why Cys is the least frequent Ncap residue.22 In addition to the helix dipole stabilization, the deprotonated Cys245 in La antigen can form a salt bridge with Arg266 on the opposite loop (Fig. 2b). The pH-dependent deprotonation of Cys245 is well correlated with the pH-dependent formation of the salt-bridge between Cys245 and Arg266 (Fig. 2c and d), suggesting that the latter is a major contributor to the pKa downshift. These data further demonstrate that CpHMD distinguishes and provides rationale.
Fig. 2 CpHMD simulations recapitulated the relative reactivities of the two cysteines in La antigen. (a) Solution NMR structure of La antigen (PDB: 1owx).40 The two cysteine locations and calculated pKa's are shown. (b) A zoomed-in view of the local environment of Cys245 taken from the simulation replica at pH 7. (c) Deprotonated fraction of Cys245 at different pH values. (d) Probability of the salt-bridge formation between Cys245 and Arg266. Salt bridge is defined by a distance cutoff 4.0 Å between the sulfur of cysteine and a nitrogen of arginine. |
Kinase name | PDB | Targeted location and reactivity | Predicted new location and reactivity |
---|---|---|---|
a Cysteines that have been targeted by TCKIs are in bold and indicated by references. Except for the DFG − 1 cysteine in ERK1/2, all these cysteines are predicted as reactive by CpHMD. Reactive cysteines that have been identified by the chemical proteomic screening studies are indicated by references. Residue locations in a kinase are given in parentheses: FP (front pocket), EFP (extended front pocket), and C terminal (CT). Other names are explained in Fig. 1. ERK4/7 and NLK were simulated with the homology models (HMs). For JNK2, simulations starting from a different X-ray structure (PDB: 3e7o) gave very similar results except for C177 which is mutated to Ser. | |||
Classical MAPKs | |||
JNK1 (MAPK8) | 2xrw | C116 (FP)41 reactive | C245 (αH head)36 reactive |
JNK2 (MAPK9) | 3npc | C116 (FP)41 reactive | C177 (a.l DFG + 6)35,36 hyper, K153 (HRD + 2) somewhat |
JNK3 (MAPK10) | 6emh | C154 (FP)42 hyper | C283 (αH head)36 reactive |
p38α (MAPK14) | 5tbe | C119 (EFP)43 hyper | |
p38β (MAPK11) | 3gc8 | C119 (EFP) somewhat | |
p38γ (MAPK12) | 1cm8 | ||
p38δ (MAPK13) | 5ekn | ||
ERK1 (MAPK3) | 6ges | C183 (DFG − 1)44 somewhat | C144 (αE head) somewhat, C271 (C.l) reactive |
ERK2 (MAPK1) | 6g54 | C166 (DFG − 1)44 unreactive | C254 (C.l) hyper |
ERK5 (MAPK7) | 4ic8 | C208 (a.l DFG + 6) hyper, C359 (CT) reactive | |
Atypical MAPKs | |||
ERK3 (MAPK6) | 2i6l | C28 (g.l 5) reactive, C42 (N.l) somewhat | |
ERK4 (MAPK4) | HM | K151 (HRD + 2) somewhat | |
ERK7 (MAPK15) | HM | K29 (βII) somewhat, K42 (catalytic) reactive, C249 (αI head) hyper | |
NLK (NLK) | HM | K167 (catalytic) reactive, C179 (αC head) somewhat, C369 (C.l) hyper |
For the p38 kinases, CpHMD simulations predicted that Cys119 located in the middle of the αD helix of p38α (position 59 in KLIFS alignment,12) is hyper reactive, with a downshifted pKa of 6.9 (Table 1). Consistent with this prediction, Cys119, which is also known as the extended front pocket (EFP) cysteine,15 has been covalently modified in p38α,43 although its location is further away from the ATP binding pocket as compared to the FP cysteine. Interestingly, the EFP cysteine also exists in p38β, but CpHMD simulations predicted it as unreactive, and no TCKI directed at this site has been developed so far.
As to the ERKs, CpHMD simulation predicted Cys183 located at the DFG − 1 position in ERK1 as somewhat reactive, with the calculated pKa of 9.1; however, the simulation predicted the analogous Cys166 in ERK2 as unreactive, with the calculated pKa of 10.0. Note, both cysteines have been recently targeted by the same TCKI.44 We will come back to the discussion of the DFG − 1 cysteines.
To examine the effect of h-bond formation on cysteine deprotonation, we calculated the deprotonated fraction of JNK2 Cys116 and the individual h-bond occupancies as a function of pH (Fig. 3b and c). The Cys116 thiolate fraction increases with the increasing occupancies of the h-bonds with Gln117, Ser155, and Tyr185. For JNK1 and JNK3, similar correlations can be seen from the analysis (Fig. S1†). It is worthwhile noticing that the total h-bond occupancy at pH 7.5 is the highest in JNK3, which corroborates the lowest pKa of the FP cysteine (Cys154) in JNK3 (6.3) as compared to JNK1/2 (7.5/8.0).
To understand the three-unit difference between the pKa's of the EFP cysteine Cys119 in p38α and P38β, we examined the local environment of Cys119 in the X-ray structures. Interestingly, unlike in p38β and other kinases, the αD helix (residues 112–120) in p38α is largely unwound. For example, in the PDB entry 5tbe45 residues 113 to 116 form a hydrogen bonded turn, and in the PDB entry46 these residues form a 310 helix with Cys119 located on a loop (Fig. 4a). During the simulation based on the PDB entry 5tbe, residues 113–116 sampled both 310 helix and hydrogen-bonded turn. Due to the different secondary structure environment in p38β and p38α, the thiol group of Cys119 points to different directions. In p38β, it extends to solvent, whereas in p38α it points towards a loop located near αF, allowing it to form h-bond or salt-bridge interactions with Arg220 and Thr221 (Lys220 and Ala221 in p38β) upon deprotonation (Fig. 4a). Trajectory analysis showed that the probability of the salt-bridge formation between Arg220 and the Cys119 thiolate increases from pH 7 to pH 8, which correlates with the increase in the deprotonation of Cys119 in this pH range (Fig. 4b and c). Thr221 is found to donate hydrogen bonds via its sidechain hydroxyl and backbone amide groups to Cys119 with an overall probability above 0.5 in the entire pH range (Fig. 4c), which further stabilizes the thiolate form.
Fig. 4 Different local environments of the EFP cysteines in p38α and p38β result in the different reactivities. (a) A zoomed-in view of the local environment of the EFP Cys119 in p38α (green, taken from the simulation replica at pH 10 started from the X-ray structure PDB 5tbe45) and p38β (light blue, taken from the X-ray structure PDB 3gc8 (ref. 47)). In p38α, Cys119 forms salt-bridge and h-bond interactions with Arg220 and Thr221. The analogous residues, Lys220 and Ala221 in p38β are labeled with an asterisk. (b) The deprotonated fraction of Cys119 in p38α is shown at different pH values. The curve is the best fit to the Henderson–Hasselbalch equation. (c) The probabilities of the Thr221-Cys119 (side chain and backbone) h-bond (blue) and the Arg220-Cys119 (red) salt-bridge interactions at different pH values. A salt bridge is considered formed if the minimum distance between the Cys119 sulfur and the guanidinium nitrogen atoms of Arg220 is below 4 Å. A h-bond is considered form if the minimum distance between the Cys119 sulfur and the side chain hydroxyl or the backbone amide hydrogen of Thr221 is below 2.4 Å. |
A question arises as to why Cys119 in p38β has a pKa shifted above the model value of 8.5, despite being largely exposed to solvent and not in the vicinity of any negatively charged residue. We suggest that the pKa upshift is due to the position of Cys119, i.e., C terminal cap of the αD helix in p38β. At the C terminus of a helix, a negative thiolate is destabilized by the helix dipole, as the latter can be approximated as placing a negative 0.5–0.7 unit charge near the C terminus.38 This is in contrast to the FP cysteine, the N-terminal cap of the αD helix in JNKs, which experiences the helix dipole interaction that stabilizes the thiolate state. Note, the Cys119 thiolate in p38α does not experience repulsion with the helix dipole, as the αD helix is unwound.
Trajectory analysis showed that Cys183 of ERK1 deprotonates as pH increases above 8.5 and the thiolate form is stabilized by the hydrogen bonding with the sidechain of Asn171 (on the C-loop) and the salt-bridge interactions with the HRD Arg165 as well as the catalytic lysine Lys71 (Fig. 5a and b). By contrast, the DFG − 1 Cys166 in ERK2 does not form a h-bond with the analogous Asn154, which may explain the increased pKa as compared to that in ERK1. It is puzzling that the DFG − 1 cysteines in ERK1/2 have been covalently modified44 but our simulations predicted low reactivities. One possibility is that the nearby DFG Asp acts as a general base to assist the thiol-Michael addition reaction. Such a base-assisted mechanism has been suggested for the FP Ncap cysteine in EGFR whereby the Ncap + 3 Asp may deprotonate the cysteine in the first stage of the reaction.49
Fig. 5 DFG − 1 Cys has different local environment depending on the DFG conformation. (a) Zoomed-in view of the protonated DFG − 1 cysteine (Cys183) in ERK1 taken from the simulation replica at pH 7.5 (started from the X-ray structure in the DICI conformation; PDB: 6ges).44 (b) The probabilities of the salt-bridge and h-bond interactions of Cys183 in ERK1 at different pH values. (c) An overlay between the MKK7 crystal structures in the DFG-in (PDB: 6qft, cyan)50 and DFG-outlike (PDB: 6qfr, green)50 conformations. The important residues are labeled. (d) The probabilities of the salt-bridge and h-bond interactions of the DFG − 1 cysteine (Cys276) in MKK7 at different pH values. Solid lines are for the DFG-in conformation (PDB: 6qfr) and dotted lines are for the DFG-out conformation (PDB: 6qft). |
To test the hypothesis that the cysteine reactivity is modulated by the DFG conformation, we examined MKK7, for which crystal structures with both DFG-in and DFG-outlike conformations are available. Note, there is no ERK1/2 crystal structure with the alternative DFG conformations in the PDB. For the DFG-in structure (PDB: 6qft,50Fig. 5c) the CpHMD predicted pKa for the DFG − 1 cysteine (C276) is 9.1, consistent with the results for ERK1/2. However, for the DFG-outlike structure (PDB: 6qfr,50Fig. 5c) the predicted pKa is 8.2, suggesting that the DFG − 1 cysteine is reactive. Note, the structure in PDB 6qfr is classified as DFG-outlike by the KLIFS database based on manual structure superposition,12 but as DFG-out based on the pseudo torsion angle defined by the Cα atoms of DFG − 2, DFG − 1 (Cys), DFG Asp, and DFG Phe residues.51
Analysis of the trajectories based on the DFG-in structure of MKK7 (PDB: 6qft,50Fig. 5c) showed that the salt-bridge interaction with the catalytic lysine (Lys165) and the hydrogen bonding with the C-loop asparagine near HRD (Asn264) are the major driving forces for the deprotonation of Cys276 (Fig. 5d, dashed lines), consistent with the simulations of ERK1 based on the DFG-in structure (Fig. 5b). Importantly, the probabilities of the Lys165-Cys276 salt-bridge and Asn264-Cys276 h-bond formation are significantly increased at pH 7–8.5 in the trajectories based on the DFG-outlike structure of MKK7 (PDB: 6qfr,50Fig. 5d, solid lines). This suggests that the change in the DFG Asp conformation modulates the interactions of the DFG − 1 cysteine and therefore its pKa value. These data are consistent with our previous simulation51 and experimental work52 which suggested that the pH-dependent binding kinetics of imatinib is due to the pH-dependent conformational dynamics of the DFG motif.
Based on the simulations of ERK1/2 as well as MKK7, we suggest that the reactivity of the DFG − 1 cysteine is modulated by the DFG conformation. In the DFG-in conformation, where the DFG Asp is pointing into the ATP binding site, the DFG − 1 cysteines in ERK1/2 as well as MKK7 were found somewhat reactive or unreactive, whereas in the DFG-outlike conformation, where the DFG Asp is pointing outward, the DFG − 1 cysteine in MKK7 was found reactive. The increased thiol reactivity can be attributed to the enhanced tendency of the DFG − 1 thiolate to form salt-bridge with the catalytic lysine and hydrogen bonding with the HRD + 6 Asn on the C-loop. These data suggest that a DFG − 1 cysteine may be covalently modified by type II inhibitors (that target DFG out conformations) with weaker electrophilic warheads.
Together with our recent study of the FP Ncap cysteine reactivities,32 the current data suggests that the presence of a proximal basic residue (e.g. Lys or Arg) makes a Cys more reactive; however, the net effect of a nearby acid group (e.g., Asp) on the Cys pKa is unclear and may be sensitive to the local conformation. For example, the DFG-outlike conformation brings the HRD + 6 Asn closer to the DFG − 1 Cys, allowing the formation of a hydrogen bond that stabilizes the thiolate state. It is also possible that in the DFG-in conformation, the DFG Asp is positioned such that it can serve as a general base to abstract the proton from the neighboring cysteine, reminiscent of the mechanism proposed49 for the FP Ncap cysteine in EGFR, whereby the Ncap + 3 Asp may serve as a proton acceptor in a base-assisted thiol-Michael addition. This might explain why the crystal structures of the covalently labeled ERK1/2 display the DFG-in conformation.44,48 Another type of base-catalyzed reaction may occur in which a basic amine group on the inhibitor abstracts the proton from the DFG − 1 thiol.53,54 Finally, a direct proton transfer from the cysteine thiol to the electrophilic warhead may occur, as demonstrated by a recent combined quantum-mechanics/molecular mechanics (QM/MM) study for the covalent modification of BTK by ibrutinib.55 To thoroughly understand the reactivities of the DFG − 1 cysteines, all-atom MD simulations and QM/MM calculations will be conducted in the future.
The current work also prospectively predicted locations of reactive cysteines that may be covalently targeted. In particular, the DFG + 6 cysteine which only exist in JNK2 and ERK5 is predicted as hyper-reactive in both. The former was covalently labeled in the chemo-proteomic profiling studies.35,36 Our predicted reactivity status of the αH head cysteine in JNK1 (Cys245) and JNK3 (Cys283) is also in agreement with the chemo-proteomic data.36 Thus, except for the DFG − 1 cysteine in ERK1/ERK2, all previously targeted MAPK cysteines either by TCKIs or probes/fragments in proteomic screening are retrospectively predicted by the current CpHMD simulations as reactive or hyper-reactive. Additionally, the simulations suggest that the P-loop cysteine (Cys28) unique to the atypical ERK3 is reactive. Several lysine locations are also predicted to be reactive or somewhat reactive, including the catalytic lysine in ERK7 (Lys42) and NLK (Lys167), HRD + 2 lysine in JNK2 (Lys153) and ERK4 (Lys151), and βII lysine in ERK7 (Lys29). Identification and rationalization of reactive and hyper-reactive cysteine sites may assist medicinal chemists in the design of weakly electrophilic warheads with increased selectivity and reduced off-target effects. CpHMD simulation requires target structural information; however, it demands significantly less resources than chemo-proteomic screening and provides physics-based rationales not available from experiment. Thus, CpHMD offers a complementary tool that can expedite the effort to discover covalently druggable sites on a proteome-wide level.
Unless otherwise noted, one set of pH replica-exchanged CpHMD simulations was conducted for each structure, following our previous protocol.30,31 In brief, trajectories were initiated with the same conformation but different pH conditions in the pH range 7.0–11.0 with an interval of 0.5 pH unit. pH exchanges between adjacent replicas were attempted at every 500 or 1000 steps (1 or 2 ps) according to the Metropolis criterion. Each replica was run for 20–80 ns until convergence. The converged portion (the last 20 or 30 ns per replica) was used for analysis. His, Cys, and Lys sidechains were allowed to titrate. Since simulation pH was above 7, Asp and Glu were fixed in the charged state.
Footnotes |
† Electronic supplementary information (ESI) available: ESI tables contain the calculated pKa's of the reactive cysteines and lysines in MAPKs as well as the DFG − 1 cysteines in ERK1/2 and MKK7. ESI figures contain the titration plots and analysis of pH-dependent h-bonding and electrostatic interactions. See DOI: 10.1039/d1md00277e |
‡ Current affiliation: Enzymaster GmbH, Düsseldorf, Germany. |
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