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Lichtinger SM, Biggin PC. Tackling Hysteresis in Conformational Sampling: How to Be Forgetful with MEMENTO. J Chem Theory Comput 2023. [PMID: 37285481 DOI: 10.1021/acs.jctc.3c00140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
The structure of proteins has long been recognized to hold the key to understanding and engineering their function, and rapid advances in structural biology and protein structure prediction are now supplying researchers with an ever-increasing wealth of structural information. Most of the time, however, structures can only be determined in free energy minima, one at a time. While conformational flexibility may thus be inferred from static end-state structures, their interconversion mechanisms─a central ambition of structural biology─are often beyond the scope of direct experimentation. Given the dynamical nature of the processes in question, many studies have attempted to explore conformational transitions using molecular dynamics (MD). However, ensuring proper convergence and reversibility in the predicted transitions is extremely challenging. In particular, a commonly used technique to map out a path from a starting to a target conformation called steered MD (SMD) can suffer from starting-state dependence (hysteresis) when combined with techniques such as umbrella sampling (US) to compute the free energy profile of a transition. Here, we study this problem in detail on conformational changes of increasing complexity. We also present a new, history-independent approach that we term "MEMENTO" (Morphing End states by Modelling Ensembles with iNdependent TOpologies) to generate paths that alleviate hysteresis in the construction of conformational free energy profiles. MEMENTO utilizes template-based structure modelling to restore physically reasonable protein conformations based on coordinate interpolation (morphing) as an ensemble of plausible intermediates, from which a smooth path is picked. We compare SMD and MEMENTO on well-characterized test cases (the toy peptide deca-alanine and the enzyme adenylate kinase) before discussing its use in more complicated systems (the kinase P38α and the bacterial leucine transporter LeuT). Our work shows that for all but the simplest systems SMD paths should not in general be used to seed umbrella sampling or related techniques, unless the paths are validated by consistent results from biased runs in opposite directions. MEMENTO, on the other hand, performs well as a flexible tool to generate intermediate structures for umbrella sampling. We also demonstrate that extended end-state sampling combined with MEMENTO can aid the discovery of collective variables on a case-by-case basis.
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Affiliation(s)
| | - Philip C Biggin
- Department of Biochemistry, University of Oxford, Oxford OX1 3QU, U.K
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Stehle J, Weisner J, Eichhorn L, Rauh D, Drescher M. Insights into the Conformational Plasticity of the Protein Kinase Akt1 by Multi-Lateral Dipolar Spectroscopy. Chemistry 2023; 29:e202203959. [PMID: 36795969 DOI: 10.1002/chem.202203959] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Revised: 02/10/2023] [Accepted: 02/13/2023] [Indexed: 02/18/2023]
Abstract
The serine/threonine kinase Akt1 is part of the PI3 K/Akt pathway and plays a key role in the regulation of various cellular processes such as cell growth, proliferation, and apoptosis. Here, we analyzed the elasticity between the two domains of the kinase Akt1, connected by a flexible linker, recording a wide variety of distance restraints by electron paramagnetic resonance (EPR) spectroscopy. We studied full length Akt1 and the influence of the cancer-associated mutation E17K. The conformational landscape in the presence of different modulators, like different types of inhibitors and membranes was presented, revealing a tuned flexibility between the two domains, dependent on the bound molecule.
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Affiliation(s)
- Juliane Stehle
- Department of Chemistry and, Konstanz Research School Chemical Biology (KoRS-CB), University of Konstanz, Universitätsstraße 10, 78457, Konstanz, Germany
| | - Jörn Weisner
- Department of Chemistry and Chemical Biology, TU Dortmund University, Drug Discovery Hub Dortmund (DDHD) am Zentrum für Integrierte Wirkstoffforschung (ZIW), Otto-Hahn-Straße 4a, 44227, Dortmund, Germany
| | - Leanne Eichhorn
- Department of Chemistry and, Konstanz Research School Chemical Biology (KoRS-CB), University of Konstanz, Universitätsstraße 10, 78457, Konstanz, Germany
| | - Daniel Rauh
- Department of Chemistry and Chemical Biology, TU Dortmund University, Drug Discovery Hub Dortmund (DDHD) am Zentrum für Integrierte Wirkstoffforschung (ZIW), Otto-Hahn-Straße 4a, 44227, Dortmund, Germany
| | - Malte Drescher
- Department of Chemistry and, Konstanz Research School Chemical Biology (KoRS-CB), University of Konstanz, Universitätsstraße 10, 78457, Konstanz, Germany
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3
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Tracking protein domain movements by EPR distance determination and multilateration. Methods Enzymol 2022; 666:121-144. [DOI: 10.1016/bs.mie.2022.02.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Roser P, Weisner J, Stehle J, Rauh D, Drescher M. Conformational selection vs. induced fit: insights into the binding mechanisms of p38α MAP Kinase inhibitors. Chem Commun (Camb) 2021; 56:8818-8821. [PMID: 32749403 DOI: 10.1039/d0cc02539a] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
The conformational dynamics of a kinase's activation loop have been challenging to assess due to the activation loop's intrinsic flexibility. To directly probe the conformational equilibrium of the activation loop of mitogen-activated protein kinase p38α, we present an approach based on site-directed spin labeling, electron paramagnetic resonance (EPR) distance restraints, and multilateration. We demonstrate that the activation loop of apo p38α resides in a highly flexible equilibrium state and we reveal that binding of small molecules significantly alters this equilibrium and the populated sub-states.
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Affiliation(s)
- Patrick Roser
- Department of Chemistry and Konstanz Research School Chemical Biology (KoRS-CB), University of Konstanz, Universitätsstraße 10, 78457 Konstanz, Germany.
| | - Jörn Weisner
- Faculty of Chemistry and Chemical Biology, TU Dortmund University, Drug Discovery Hub Dortmund (DDHD) am Zentrum für Integrierte Wirkstoffforschung (ZIW), Otto-Hahn-Strasse 4a, 44227 Dortmund, Germany.
| | - Juliane Stehle
- Department of Chemistry and Konstanz Research School Chemical Biology (KoRS-CB), University of Konstanz, Universitätsstraße 10, 78457 Konstanz, Germany.
| | - Daniel Rauh
- Faculty of Chemistry and Chemical Biology, TU Dortmund University, Drug Discovery Hub Dortmund (DDHD) am Zentrum für Integrierte Wirkstoffforschung (ZIW), Otto-Hahn-Strasse 4a, 44227 Dortmund, Germany.
| | - Malte Drescher
- Department of Chemistry and Konstanz Research School Chemical Biology (KoRS-CB), University of Konstanz, Universitätsstraße 10, 78457 Konstanz, Germany.
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Zhou Z. Co-drug delivery of regorafenib and cisplatin with amphiphilic copolymer nanoparticles: enhanced in vivo antitumor cancer therapy in nursing care. Drug Deliv 2020; 27:1319-1328. [PMID: 32936009 PMCID: PMC7534345 DOI: 10.1080/10717544.2020.1815897] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Revised: 08/19/2020] [Accepted: 08/24/2020] [Indexed: 12/19/2022] Open
Abstract
Cancers continue to be the second leading cause of death worldwide. Despite the development and improvement of surgery, chemotherapy and radiotherapy in cancer management, effective tumor ablation strategies are still in need due to high cancer patient mortality. Hence, we have established a new approach to achieve treatment-actuated modifications in a tumor microenvironment by using synergistic activity between two potential anticancer drugs. Dual drug delivery of Regorafenib (REGO) and Cisplatin (PT) exhibits a great anticancer potential, as REGO enhances the effect of PT treatment of human cells by providing stability of the microenvironment. However, encapsulation of REGO and PT fanatical by methoxypoly(ethylene glycol)-block-poly(D, L-lactic acid) (PEG-PLA in termed as NPs) is incompetent owing to unsuitability between the binary Free REGO and PT core and the polymeric system. Now, we display that PT can be prepared by hydrophobic coating of the dual drug centers with dioleoylphosphatidic acid (DOPA). The DOPA-covered PT can be co-encapsulated in PLGA NPs alongside REGO to stimulate excellent anticancer property. The occurrence of the PT suggestively enhanced the encapsulations of REGO into PLGA NPs (REGO-PT NPs). Further, the morphology of REGO NPs, PT NPs, and REGO-PT NPs and nanoparticle size was examined by transmission microscopy (TEM), respectively. Furthermore REGO-PT NPs induced significant apoptosis in human lung A549 and ovarian A2780 cancer cells by in vitro. The morphological observation and apoptosis were confirmed by the various biochemical assayes (AO-EB, Nuclear Staining and Annexin V-FITC). In a xenograft model of lung cancer, this nanotherapy shows a durable inhibition of tumor progression upon the administration of a tolerable dose. Our results suggest that a hydrophobic and highly toxic drug can be rationally converted into a pharmacologically efficient and self-deliverable nursing care of nanotherapy. Highlights Dual drug delivery of Regorafenib (REGO) and Cisplatin (PT) exhibits a great anticancer potential, as REGO enhances the effect of PT treatment of human cells by providing stability of the microenvironment. REGO-PT NPs induced significant apoptosis in human lung A549 and ovarian A2780 cancer cells by in vitro. The morphological observation and apoptosis were confirmed by the various biochemical assayes. In a xenograft model of lung cancer, this nanotherapy shows a durable inhibition of tumor progression upon the administration of a tolerable dose.
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Affiliation(s)
- Zhe Zhou
- Department of Oncology, Huaihe Hospital of Henan
University, Kaifeng, China
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Iverson DB, Xiao Y, Jones DN, Eisenmesser EZ, Ahn NG. Activation Loop Dynamics Are Coupled to Core Motions in Extracellular Signal-Regulated Kinase-2. Biochemistry 2020; 59:2698-2706. [PMID: 32643366 DOI: 10.1021/acs.biochem.0c00485] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
The activation loop segment in protein kinases is a common site for regulatory phosphorylation. In extracellular signal-regulated kinase 2 (ERK2), dual phosphorylation and conformational rearrangement of the activation loop accompany enzyme activation. X-ray structures show the active conformation to be stabilized by multiple ion pair interactions between phosphorylated threonine and tyrosine residues in the loop and six arginine residues in the kinase core. Despite the extensive salt bridge network, nuclear magnetic resonance Carr-Purcell-Meiboom-Gill relaxation dispersion experiments show that the phosphorylated activation loop is conformationally mobile on a microsecond to millisecond time scale. The dynamics of the loop match those of previously reported global exchange within the kinase core region and surrounding the catalytic site that have been found to facilitate productive nucleotide binding. Mutations in the core region that alter these global motions also alter the dynamics of the activation loop. Conversely, mutations in the activation loop perturb the global exchange within the kinase core. Together, these findings provide evidence for coupling between motions in the activation loop and those surrounding the catalytic site in the active state of the kinase. Thus, the activation loop segment in dual-phosphorylated ERK2 is not held statically in the active X-ray conformation but instead undergoes exchange between conformers separated by a small energetic barrier, serving as part of a dynamic allosteric network controlling nucleotide binding and catalytic function.
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Affiliation(s)
- Dylan B Iverson
- Department of Biochemistry, University of Colorado at Boulder, Boulder, Colorado 80309, United States
| | - Yao Xiao
- Department of Biochemistry, University of Colorado at Boulder, Boulder, Colorado 80309, United States
| | | | | | - Natalie G Ahn
- Department of Biochemistry, University of Colorado at Boulder, Boulder, Colorado 80309, United States
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Activation loop dynamics are controlled by conformation-selective inhibitors of ERK2. Proc Natl Acad Sci U S A 2019; 116:15463-15468. [PMID: 31311868 DOI: 10.1073/pnas.1906824116] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Conformational selection by small molecules expands inhibitory possibilities for protein kinases. Nuclear magnetic resonance (NMR) measurements of the mitogen-activated protein (MAP) kinase ERK2 have shown that activation by dual phosphorylation induces global motions involving exchange between two states, L and R. We show that ERK inhibitors Vertex-11e and SCH772984 exploit the small energetic difference between L and R to shift the equilibrium in opposing directions. An X-ray structure of active 2P-ERK2 complexed with AMP-PNP reveals a shift in the Gly-rich loop along with domain closure to position the nucleotide in a more catalytically productive conformation relative to inactive 0P-ERK2:ATP. X-ray structures of 2P-ERK2 complexed with Vertex-11e or GDC-0994 recapitulate this closure, which is blocked in a complex with a SCH772984 analog. Thus, the L→R shift in 2P-ERK2 is associated with movements needed to form a competent active site. Solution measurements by hydrogen-exchange mass spectrometry (HX-MS) reveal distinct binding interactions for Vertex-11e, GDC-0994, and AMP-PNP with active vs. inactive ERK2, where the extent of HX protection correlates with R state formation. Furthermore, Vertex-11e and SCH772984 show opposite effects on HX near the activation loop. Consequently, these inhibitors differentially affect MAP kinase phosphatase activity toward 2P-ERK2. We conclude that global motions in ERK2 reflect conformational changes at the active site that promote productive nucleotide binding and couple with changes at the activation loop to allow control of dephosphorylation by conformationally selective inhibitors.
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Gilburt JAH, Girvan P, Blagg J, Ying L, Dodson CA. Ligand discrimination between active and inactive activation loop conformations of Aurora-A kinase is unmodified by phosphorylation. Chem Sci 2019; 10:4069-4076. [PMID: 31015948 PMCID: PMC6461105 DOI: 10.1039/c8sc03669a] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2018] [Accepted: 03/01/2019] [Indexed: 01/14/2023] Open
Abstract
Activation loop phosphorylation changes the position of equilibrium between DFG-in-like and DFG-out-like conformations but not the conformational preference of inhibitors.
Structure-based drug design is commonly used to guide the development of potent and specific enzyme inhibitors. Many enzymes – such as protein kinases – adopt multiple conformations, and conformational interconversion is expected to impact on the design of small molecule inhibitors. We measured the dynamic equilibrium between DFG-in-like active and DFG-out-like inactive conformations of the activation loop of unphosphorylated Aurora-A alone, in the presence of the activator TPX2, and in the presence of kinase inhibitors. The unphosphorylated kinase had a shorter residence time of the activation loop in the active conformation and a shift in the position of equilibrium towards the inactive conformation compared with phosphorylated kinase for all conditions measured. Ligand binding was associated with a change in the position of conformational equilibrium which was specific to each ligand and independent of the kinase phosphorylation state. As a consequence of this, the ability of a ligand to discriminate between active and inactive activation loop conformations was also independent of phosphorylation. Importantly, we discovered that the presence of multiple enzyme conformations can lead to a plateau in the overall ligand Kd, despite increasing affinity for the chosen target conformation, and modelled the conformational discrimination necessary for a conformation-promoting ligand.
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Affiliation(s)
- James A H Gilburt
- Molecular Medicine , National Heart & Lung Institute , Imperial College London , SAF Building , London SW7 2AZ , UK
| | - Paul Girvan
- Molecular Medicine , National Heart & Lung Institute , Imperial College London , SAF Building , London SW7 2AZ , UK
| | - Julian Blagg
- Cancer Research UK Cancer Therapeutics Unit , The Institute of Cancer Research , 15 Cotswold Road , Sutton , Surrey SM2 5NG , UK
| | - Liming Ying
- Molecular Medicine , National Heart & Lung Institute , Imperial College London , SAF Building , London SW7 2AZ , UK
| | - Charlotte A Dodson
- Molecular Medicine , National Heart & Lung Institute , Imperial College London , SAF Building , London SW7 2AZ , UK.,Department of Pharmacy and Pharmacology , University of Bath , Claverton Down , Bath BA2 7AY , UK .
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