1
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Scalvini L, Pala D, Cuzzolin A, Galvani F, Lodola A, Rivara S, Mor M, Rizzi A. JAK3 Inhibitors: Covalent and Noncovalent Interactions of a Cyanamide Group Investigated by Multiscale Free-Energy Simulations. J Chem Inf Model 2025; 65:1404-1418. [PMID: 39818786 DOI: 10.1021/acs.jcim.4c01889] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2025]
Abstract
Janus kinase type 3 (JAK3), an emerging target for treating autoimmune diseases, possesses a front pocket cysteine that is targeted by covalent modifiers, best represented by the marketed drug ritlecitinib (1). Recently, 2,3-dihydro-1H-inden-1-ylcyanamides have been developed as novel JAK3 inhibitors. Among them, the N-(6-(7H-pyrrolo[2,3-d]pyrimidin-4-yl)-2,3-dihydro-1H-inden-1-yl)cyanamide inhibitor (2) and its methylated analogue (3), while being potent inhibitors, displayed different mechanisms of action (covalent vs noncovalent) and binding modes (Casimiro-Garcia et al., J Med Chem 2018). Prompted by this intriguing behavior, we applied a multiscale approach to characterize the reaction mechanism between the JAK3 front-pocket Cys909 and cyanamide-based inhibitors. Quantum mechanics/molecular mechanics simulations showed that 2 can readily form an isothiourea adduct with the Cys909 only when a conserved water molecule assists the reaction as a proton shuttle and that methylation of the 2,3-dihydro-1H-inden-1-ylcyanamide moiety of 2 hampers the isothiourea formation by displacing this water molecule. Metadynamics and thermodynamic integration simulations were applied to investigate the relative abundance of alternative poses accessible to 2,3-dihydro-1H-inden-1-ylcyanamides, explaining the effect of methylation on the relative binding mode preference. This multiscale approach provides new chemical insights into the mechanism of action of cyanamide inhibitors and emerges as an effective protocol to investigate the interaction between drugs and molecular targets.
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Affiliation(s)
- Laura Scalvini
- Dipartimento di Scienze degli Alimenti e del Farmaco, Università degli Studi di Parma, Parco Area delle Scienze 27/A, I-43124 Parma, Italy
| | - Daniele Pala
- Medicinal Chemistry and Drug Design Technologies Department, Chiesi Farmaceutici S.p.A., Largo F. Belloli 11/A, 43122 Parma, Italy
| | - Alberto Cuzzolin
- Medicinal Chemistry and Drug Design Technologies Department, Chiesi Farmaceutici S.p.A., Largo F. Belloli 11/A, 43122 Parma, Italy
| | - Francesca Galvani
- Dipartimento di Scienze degli Alimenti e del Farmaco, Università degli Studi di Parma, Parco Area delle Scienze 27/A, I-43124 Parma, Italy
| | - Alessio Lodola
- Dipartimento di Scienze degli Alimenti e del Farmaco, Università degli Studi di Parma, Parco Area delle Scienze 27/A, I-43124 Parma, Italy
| | - Silvia Rivara
- Dipartimento di Scienze degli Alimenti e del Farmaco, Università degli Studi di Parma, Parco Area delle Scienze 27/A, I-43124 Parma, Italy
| | - Marco Mor
- Dipartimento di Scienze degli Alimenti e del Farmaco, Università degli Studi di Parma, Parco Area delle Scienze 27/A, I-43124 Parma, Italy
- Microbiome Research Hub, University of Parma, 43124 Parma, Italy
| | - Andrea Rizzi
- Medicinal Chemistry and Drug Design Technologies Department, Chiesi Farmaceutici S.p.A., Largo F. Belloli 11/A, 43122 Parma, Italy
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2
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Beer M, Oliveira ASF, Tooke CL, Hinchliffe P, Tsz Yan Li A, Balega B, Spencer J, Mulholland AJ. Dynamical responses predict a distal site that modulates activity in an antibiotic resistance enzyme. Chem Sci 2024; 15:d4sc03295k. [PMID: 39364073 PMCID: PMC11443494 DOI: 10.1039/d4sc03295k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2024] [Accepted: 09/18/2024] [Indexed: 10/05/2024] Open
Abstract
β-Lactamases, which hydrolyse β-lactam antibiotics, are key determinants of antibiotic resistance. Predicting the sites and effects of distal mutations in enzymes is challenging. For β-lactamases, the ability to make such predictions would contribute to understanding activity against, and development of, antibiotics and inhibitors to combat resistance. Here, using dynamical non-equilibrium molecular dynamics (D-NEMD) simulations combined with experiments, we demonstrate that intramolecular communication networks differ in three class A SulpHydryl Variant (SHV)-type β-lactamases. Differences in network architecture and correlated motions link to catalytic efficiency and β-lactam substrate spectrum. Further, the simulations identify a distal residue at position 89 in the clinically important Klebsiella pneumoniae carbapenemase 2 (KPC-2), as a participant in similar networks, suggesting that mutation at this position would modulate enzyme activity. Experimental kinetic, biophysical and structural characterisation of the naturally occurring, but previously biochemically uncharacterised, KPC-2G89D mutant with several antibiotics and inhibitors reveals significant changes in hydrolytic spectrum, specifically reducing activity towards carbapenems without effecting major structural or stability changes. These results show that D-NEMD simulations can predict distal sites where mutation affects enzyme activity. This approach could have broad application in understanding enzyme evolution, and in engineering of natural and de novo enzymes.
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Affiliation(s)
- Michael Beer
- School of Cellular and Molecular Medicine, University of Bristol Bristol BS8 1TD UK
- Centre for Computational Chemistry, School of Chemistry, University of Bristol BS8 1TS UK
| | - Ana Sofia F Oliveira
- Centre for Computational Chemistry, School of Chemistry, University of Bristol BS8 1TS UK
| | - Catherine L Tooke
- School of Cellular and Molecular Medicine, University of Bristol Bristol BS8 1TD UK
| | - Philip Hinchliffe
- School of Cellular and Molecular Medicine, University of Bristol Bristol BS8 1TD UK
| | - Angie Tsz Yan Li
- School of Cellular and Molecular Medicine, University of Bristol Bristol BS8 1TD UK
| | - Balazs Balega
- Centre for Computational Chemistry, School of Chemistry, University of Bristol BS8 1TS UK
| | - James Spencer
- School of Cellular and Molecular Medicine, University of Bristol Bristol BS8 1TD UK
| | - Adrian J Mulholland
- Centre for Computational Chemistry, School of Chemistry, University of Bristol BS8 1TS UK
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3
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Jabeen H, Beer M, Spencer J, van der Kamp MW, Bunzel HA, Mulholland AJ. Electric Fields Are a Key Determinant of Carbapenemase Activity in Class A β-Lactamases. ACS Catal 2024; 14:7166-7172. [PMID: 38721371 PMCID: PMC11075022 DOI: 10.1021/acscatal.3c05302] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2023] [Revised: 03/28/2024] [Accepted: 04/01/2024] [Indexed: 01/06/2025]
Abstract
Resistance to antibiotics is a public health crisis. Although carbapenems are less susceptible to resistance than other β-lactam antibiotics, β-lactamases mediating resistance against these drugs are spreading. Here, we dissect the contributions of electric fields to carbapenemase activity in class A β-lactamases. We perform QM/MM molecular dynamics simulations of meropenem acyl-enzyme hydrolysis that correctly discriminate carbapenemases. Electric field analysis shows that active-site fields in the deacylation transition state and tetrahedral intermediate are important determinants of activity. The active-site fields identify several residues, some distal, that distinguish efficient carbapenemases. Our field analysis script (www.github.com/bunzela/FieldTools) may help in understanding and combating antibiotic resistance.
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Affiliation(s)
- Hira Jabeen
- Centre
for Computational Chemistry, School of Chemistry, University of Bristol, BS8 1TS Bristol, United Kingdom
| | - Michael Beer
- Centre
for Computational Chemistry, School of Chemistry, University of Bristol, BS8 1TS Bristol, United Kingdom
- School
of Cellular and Molecular Medicine, University
of Bristol, BS8 1TD Bristol, United Kingdom
| | - James Spencer
- School
of Cellular and Molecular Medicine, University
of Bristol, BS8 1TD Bristol, United Kingdom
| | - Marc W. van der Kamp
- Centre
for Computational Chemistry, School of Chemistry, University of Bristol, BS8 1TS Bristol, United Kingdom
- School
of Biochemistry, University of Bristol, BS8 1TD Bristol, United Kingdom
| | - H. Adrian Bunzel
- Centre
for Computational Chemistry, School of Chemistry, University of Bristol, BS8 1TS Bristol, United Kingdom
- Department
of Biosystem Science and Engineering, ETH
Zurich, 4056 Basel, Switzerland
| | - Adrian J. Mulholland
- Centre
for Computational Chemistry, School of Chemistry, University of Bristol, BS8 1TS Bristol, United Kingdom
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4
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Walker EJ, Hamill CJ, Crean R, Connolly MS, Warrender AK, Kraakman KL, Prentice EJ, Steyn-Ross A, Steyn-Ross M, Pudney CR, van der Kamp MW, Schipper LA, Mulholland AJ, Arcus VL. Cooperative Conformational Transitions Underpin the Activation Heat Capacity in the Temperature Dependence of Enzyme Catalysis. ACS Catal 2024; 14:4379-4394. [PMID: 38633402 PMCID: PMC11020164 DOI: 10.1021/acscatal.3c05584] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Revised: 01/16/2024] [Accepted: 02/16/2024] [Indexed: 04/19/2024]
Abstract
Many enzymes display non-Arrhenius behavior with curved Arrhenius plots in the absence of denaturation. There has been significant debate about the origin of this behavior and recently the role of the activation heat capacity (ΔCP⧧) has been widely discussed. If enzyme-catalyzed reactions occur with appreciable negative values of ΔCP⧧ (arising from narrowing of the conformational space along the reaction coordinate), then curved Arrhenius plots are a consequence. To investigate these phenomena in detail, we have collected high precision temperature-rate data over a wide temperature interval for a model glycosidase enzyme MalL, and a series of mutants that change the temperature-dependence of the enzyme-catalyzed rate. We use these data to test a range of models including macromolecular rate theory (MMRT) and an equilibrium model. In addition, we have performed extensive molecular dynamics (MD) simulations to characterize the conformational landscape traversed by MalL in the enzyme-substrate complex and an enzyme-transition state complex. We have crystallized the enzyme in a transition state-like conformation in the absence of a ligand and determined an X-ray crystal structure at very high resolution (1.10 Å). We show (using simulation) that this enzyme-transition state conformation has a more restricted conformational landscape than the wildtype enzyme. We coin the term "transition state-like conformation (TLC)" to apply to this state of the enzyme. Together, these results imply a cooperative conformational transition between an enzyme-substrate conformation (ES) and a transition-state-like conformation (TLC) that precedes the chemical step. We present a two-state model as an extension of MMRT (MMRT-2S) that describes the data along with a convenient approximation with linear temperature dependence of the activation heat capacity (MMRT-1L) that can be used where fewer data points are available. Our model rationalizes disparate behavior seen for MalL and previous results for a thermophilic alcohol dehydrogenase and is consistent with a raft of data for other enzymes. Our model can be used to characterize the conformational changes required for enzyme catalysis and provides insights into the role of cooperative conformational changes in transition state stabilization that are accompanied by changes in heat capacity for the system along the reaction coordinate. TLCs are likely to be of wide importance in understanding the temperature dependence of enzyme activity and other aspects of enzyme catalysis.
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Affiliation(s)
- Emma J. Walker
- Te
Aka Ma̅tuatua School of Science, University
of Waikato, Hamilton 3214, New Zealand
| | - Carlin J. Hamill
- Te
Aka Ma̅tuatua School of Science, University
of Waikato, Hamilton 3214, New Zealand
| | - Rory Crean
- Centre
for Computational Chemistry, School of Chemistry,
University of Bristol, Bristol BS8 1TS, U.K.
| | - Michael S. Connolly
- Centre
for Computational Chemistry, School of Chemistry,
University of Bristol, Bristol BS8 1TS, U.K.
| | - Annmaree K. Warrender
- Te
Aka Ma̅tuatua School of Science, University
of Waikato, Hamilton 3214, New Zealand
| | - Kirsty L. Kraakman
- Te
Aka Ma̅tuatua School of Science, University
of Waikato, Hamilton 3214, New Zealand
| | - Erica J. Prentice
- Te
Aka Ma̅tuatua School of Science, University
of Waikato, Hamilton 3214, New Zealand
| | | | - Moira Steyn-Ross
- School
of Engineering, University of Waikato, Hamilton 3214, New Zealand
| | - Christopher R. Pudney
- Department
of Biology and Biochemistry, Centre for Biosensors, Bioelectronics
and Biodevices, University of Bath, Bath ST16 2TB, U.K.
| | - Marc W. van der Kamp
- School
of Biochemistry, University of Bristol, University Walk, Bristol BS8 1TD, U.K.
| | - Louis A. Schipper
- Te
Aka Ma̅tuatua School of Science, University
of Waikato, Hamilton 3214, New Zealand
| | - Adrian J. Mulholland
- Centre
for Computational Chemistry, School of Chemistry,
University of Bristol, Bristol BS8 1TS, U.K.
| | - Vickery L. Arcus
- Te
Aka Ma̅tuatua School of Science, University
of Waikato, Hamilton 3214, New Zealand
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5
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Sun J, Chikunova A, Boyle AL, Voskamp P, Timmer M, Ubbink M. Enhanced activity against a third-generation cephalosporin by destabilization of the active site of a class A beta-lactamase. Int J Biol Macromol 2023; 250:126160. [PMID: 37549761 DOI: 10.1016/j.ijbiomac.2023.126160] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Revised: 07/10/2023] [Accepted: 08/04/2023] [Indexed: 08/09/2023]
Abstract
The β-lactamase BlaC conveys resistance to a broad spectrum of β-lactam antibiotics to its host Mycobacterium tuberculosis but poorly hydrolyzes third-generation cephalosporins, such as ceftazidime. Variants of other β-lactamases have been reported to gain activity against ceftazidime at the cost of the native activity. To understand this trade-off, laboratory evolution was performed, screening for enhanced ceftazidime activity. The variant BlaC Pro167Ser shows faster breakdown of ceftazidime, poor hydrolysis of ampicillin and only moderately reduced activity against nitrocefin. NMR spectroscopy, crystallography and kinetic assays demonstrate that the resting state of BlaC P167S exists in an open and a closed state. The open state is more active in the hydrolysis of ceftazidime. In this state the catalytic residue Glu166, generally believed to be involved in the activation of the water molecule required for deacylation, is rotated away from the active site, suggesting it plays no role in the hydrolysis of ceftazidime. In the closed state, deacylation of the BlaC-ceftazidime adduct is slow, while hydrolysis of nitrocefin, which requires the presence of Glu166 in the active site, is barely affected, providing a structural explanation for the trade-off in activities.
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Affiliation(s)
- Jing Sun
- Macromolecular Biochemistry, Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, the Netherlands
| | - Aleksandra Chikunova
- Macromolecular Biochemistry, Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, the Netherlands
| | - Aimee L Boyle
- Macromolecular Biochemistry, Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, the Netherlands
| | - Patrick Voskamp
- Biophysical Structural Chemistry, Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, the Netherlands
| | - Monika Timmer
- Macromolecular Biochemistry, Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, the Netherlands
| | - Marcellus Ubbink
- Macromolecular Biochemistry, Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, the Netherlands.
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6
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Tooke C, Hinchliffe P, Beer M, Zinovjev K, Colenso CK, Schofield CJ, Mulholland AJ, Spencer J. Tautomer-Specific Deacylation and Ω-Loop Flexibility Explain the Carbapenem-Hydrolyzing Broad-Spectrum Activity of the KPC-2 β-Lactamase. J Am Chem Soc 2023; 145:7166-7180. [PMID: 36972204 PMCID: PMC10080687 DOI: 10.1021/jacs.2c12123] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Indexed: 03/29/2023]
Abstract
KPC-2 (Klebsiella pneumoniae carbapenemase-2) is a globally disseminated serine-β-lactamase (SBL) responsible for extensive β-lactam antibiotic resistance in Gram-negative pathogens. SBLs inactivate β-lactams via a mechanism involving a hydrolytically labile covalent acyl-enzyme intermediate. Carbapenems, the most potent β-lactams, evade the activity of many SBLs by forming long-lived inhibitory acyl-enzymes; however, carbapenemases such as KPC-2 efficiently deacylate carbapenem acyl-enzymes. We present high-resolution (1.25-1.4 Å) crystal structures of KPC-2 acyl-enzymes with representative penicillins (ampicillin), cephalosporins (cefalothin), and carbapenems (imipenem, meropenem, and ertapenem) obtained utilizing an isosteric deacylation-deficient mutant (E166Q). The mobility of the Ω-loop (residues 165-170) negatively correlates with antibiotic turnover rates (kcat), highlighting the role of this region in positioning catalytic residues for efficient hydrolysis of different β-lactams. Carbapenem-derived acyl-enzyme structures reveal the predominance of the Δ1-(2R) imine rather than the Δ2 enamine tautomer. Quantum mechanics/molecular mechanics molecular dynamics simulations of KPC-2:meropenem acyl-enzyme deacylation used an adaptive string method to differentiate the reactivity of the two isomers. These identify the Δ1-(2R) isomer as having a significantly (7 kcal/mol) higher barrier than the Δ2 tautomer for the (rate-determining) formation of the tetrahedral deacylation intermediate. Deacylation is therefore likely to proceed predominantly from the Δ2, rather than the Δ1-(2R) acyl-enzyme, facilitated by tautomer-specific differences in hydrogen-bonding networks involving the carbapenem C-3 carboxylate and the deacylating water and stabilization by protonated N-4, accumulating a negative charge on the Δ2 enamine-derived oxyanion. Taken together, our data show how the flexible Ω-loop helps confer broad-spectrum activity upon KPC-2, while carbapenemase activity stems from efficient deacylation of the Δ2-enamine acyl-enzyme tautomer.
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Affiliation(s)
- Catherine
L. Tooke
- School
of Cellular and Molecular Medicine, Biomedical Sciences
Building, University Walk, University of Bristol, Bristol BS8 1TD, United Kingdom
| | - Philip Hinchliffe
- School
of Cellular and Molecular Medicine, Biomedical Sciences
Building, University Walk, University of Bristol, Bristol BS8 1TD, United Kingdom
| | - Michael Beer
- School
of Cellular and Molecular Medicine, Biomedical Sciences
Building, University Walk, University of Bristol, Bristol BS8 1TD, United Kingdom
- Centre
for Computational Chemistry, School of Chemistry, Cantock’s
Close, University of Bristol, Bristol BS8 1TS, United Kingdom
| | - Kirill Zinovjev
- School
of Biochemistry, Biomedical Sciences Building, University
Walk, University of Bristol, Bristol BS8 1TD, United Kingdom
- Departamento
de Química Física, Universitat
de València, Burjassot 46100, Comunitat Valenciana, Spain
| | - Charlotte K. Colenso
- School
of Cellular and Molecular Medicine, Biomedical Sciences
Building, University Walk, University of Bristol, Bristol BS8 1TD, United Kingdom
- Centre
for Computational Chemistry, School of Chemistry, Cantock’s
Close, University of Bristol, Bristol BS8 1TS, United Kingdom
| | - Christopher J. Schofield
- Chemistry
Research Laboratory, Department of Chemistry and the Ineos Oxford
Institute for Antimicrobial Research, Mansfield Road, University of Oxford, Oxford OX1 3TA United
Kingdom
| | - Adrian J. Mulholland
- Centre
for Computational Chemistry, School of Chemistry, Cantock’s
Close, University of Bristol, Bristol BS8 1TS, United Kingdom
| | - James Spencer
- School
of Cellular and Molecular Medicine, Biomedical Sciences
Building, University Walk, University of Bristol, Bristol BS8 1TD, United Kingdom
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7
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Arafet K, Scalvini L, Galvani F, Martí S, Moliner V, Mor M, Lodola A. Mechanistic Modeling of Lys745 Sulfonylation in EGFR C797S Reveals Chemical Determinants for Inhibitor Activity and Discriminates Reversible from Irreversible Agents. J Chem Inf Model 2023; 63:1301-1312. [PMID: 36762429 PMCID: PMC9976278 DOI: 10.1021/acs.jcim.2c01586] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
Abstract
Targeted covalent inhibitors hold promise for drug discovery, particularly for kinases. Targeting the catalytic lysine of epidermal growth factor receptor (EGFR) has attracted attention as a new strategy to overcome resistance due to the emergence of C797S mutation. Sulfonyl fluoride derivatives able to inhibit EGFRL858R/T790M/C797S by sulfonylation of Lys745 have been reported. However, atomistic details of this process are still poorly understood. Here, we describe the mechanism of inhibition of an innovative class of compounds that covalently engage the catalytic lysine of EGFR, through a sulfur(VI) fluoride exchange (SuFEx) process, with the help of hybrid quantum mechanics/molecular mechanics (QM/MM) and path collective variables (PCVs) approaches. Our simulations identify the chemical determinants accounting for the irreversible activity of agents targeting Lys745 and provide hints for the further optimization of sulfonyl fluoride agents.
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Affiliation(s)
- Kemel Arafet
- Dipartimento
di Scienze degli Alimenti e del Farmaco, Università degli Studi di Parma, Parco Area delle Scienze 27/A, I- 43124 Parma, Italy,BioComp
Group, Institute of Advanced Materials (INAM), Universitat Jaume I, 12071 Castelló, Spain
| | - Laura Scalvini
- Dipartimento
di Scienze degli Alimenti e del Farmaco, Università degli Studi di Parma, Parco Area delle Scienze 27/A, I- 43124 Parma, Italy
| | - Francesca Galvani
- Dipartimento
di Scienze degli Alimenti e del Farmaco, Università degli Studi di Parma, Parco Area delle Scienze 27/A, I- 43124 Parma, Italy
| | - Sergio Martí
- BioComp
Group, Institute of Advanced Materials (INAM), Universitat Jaume I, 12071 Castelló, Spain
| | - Vicent Moliner
- BioComp
Group, Institute of Advanced Materials (INAM), Universitat Jaume I, 12071 Castelló, Spain
| | - Marco Mor
- Dipartimento
di Scienze degli Alimenti e del Farmaco, Università degli Studi di Parma, Parco Area delle Scienze 27/A, I- 43124 Parma, Italy,Microbiome
Research Hub, University of Parma, Parco Area delle Scienze 11/A, I-43124 Parma, Italy
| | - Alessio Lodola
- Dipartimento
di Scienze degli Alimenti e del Farmaco, Università degli Studi di Parma, Parco Area delle Scienze 27/A, I- 43124 Parma, Italy,. Phone: +39 0521 905062. Fax: +39 0521 905006
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8
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Yin C, Song Z, Tian H, Palzkill T, Tao P. Unveiling the structural features that regulate carbapenem deacylation in KPC-2 through QM/MM and interpretable machine learning. Phys Chem Chem Phys 2023; 25:1349-1362. [PMID: 36537692 PMCID: PMC11162551 DOI: 10.1039/d2cp03724f] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Resistance to carbapenem β-lactams presents major clinical and economical challenges for the treatment of pathogen infections. The fast hydrolysis of carbapenems by carbapenemase-producing bacterial strains enables the effective deactivation of carbapenem antibiotics. In this study, we aim to unravel the structural features that distinguish the notable deacylation activity of carbapenemases. The deacylation reactions between imipenem (IPM) and the KPC-2 class A serine-based β-lactamases (ASβLs) are modeled with combined quantum mechanical/molecular mechanical (QM/MM) minimum energy pathway (MEP) calculations and interpretable machine-learning (ML) methods. We first applied a dual-level computational protocol to achieve fast sampling of QM/MM MEPs. A tree-based ensemble ML model was employed to learn the MEP activation barriers from the conformational features of the KPC-2/IPM active site. The barrier-predicting model was then unboxed using the Shapley additive explanation (SHAP) importance attribution methods to derive mechanistic insights, which were also verified by additional QM/MM wavefunction analysis. Essentially, we show that potential hydrogen bonding interactions of the general base and the tautomerization states of the carbapenem pyrroline ring could concertedly regulate the activation barrier of KPC-2/IPM deacylation. Nonetheless, we demonstrate the efficacy of interpretable ML to assist the analysis of QM/MM simulation data for robust extraction of human-interpretable mechanistic insights.
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Affiliation(s)
- Chao Yin
- Department of Chemistry, Center for Research Computing, Center for Drug Discovery, Design, and Delivery (CD4), Southern Methodist University, Dallas, Texas, 75205, USA.
| | - Zilin Song
- Department of Chemistry, Center for Research Computing, Center for Drug Discovery, Design, and Delivery (CD4), Southern Methodist University, Dallas, Texas, 75205, USA.
| | - Hao Tian
- Department of Chemistry, Center for Research Computing, Center for Drug Discovery, Design, and Delivery (CD4), Southern Methodist University, Dallas, Texas, 75205, USA.
| | - Timothy Palzkill
- Department of Pharmacology and Chemical Biology, Baylor College of Medicine, Houston, Texas, 77030, USA
| | - Peng Tao
- Department of Chemistry, Center for Research Computing, Center for Drug Discovery, Design, and Delivery (CD4), Southern Methodist University, Dallas, Texas, 75205, USA.
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