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Paliwal A, Jain S, Kumar S, Wal P, Khandai M, Khandige PS, Sadananda V, Anwer MK, Gulati M, Behl T, Srivastava S. Predictive Modelling in pharmacokinetics: from in-silico simulations to personalized medicine. Expert Opin Drug Metab Toxicol 2024; 20:181-195. [PMID: 38480460 DOI: 10.1080/17425255.2024.2330666] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Accepted: 03/11/2024] [Indexed: 03/22/2024]
Abstract
INTRODUCTION Pharmacokinetic parameters assessment is a critical aspect of drug discovery and development, yet challenges persist due to limited training data. Despite advancements in machine learning and in-silico predictions, scarcity of data hampers accurate prediction of drug candidates' pharmacokinetic properties. AREAS COVERED The study highlights current developments in human pharmacokinetic prediction, talks about attempts to apply synthetic approaches for molecular design, and searches several databases, including Scopus, PubMed, Web of Science, and Google Scholar. The article stresses importance of rigorous analysis of machine learning model performance in assessing progress and explores molecular modeling (MM) techniques, descriptors, and mathematical approaches. Transitioning to clinical drug development, article highlights AI (Artificial Intelligence) based computer models optimizing trial design, patient selection, dosing strategies, and biomarker identification. In-silico models, including molecular interactomes and virtual patients, predict drug performance across diverse profiles, underlining the need to align model results with clinical studies for reliability. Specialized training for human specialists in navigating predictive models is deemed critical. Pharmacogenomics, integral to personalized medicine, utilizes predictive modeling to anticipate patient responses, contributing to more efficient healthcare system. Challenges in realizing potential of predictive modeling, including ethical considerations and data privacy concerns, are acknowledged. EXPERT OPINION AI models are crucial in drug development, optimizing trials, patient selection, dosing, and biomarker identification and hold promise for streamlining clinical investigations.
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Affiliation(s)
- Ajita Paliwal
- Department of Pharmacy, School of Medical and Allied Sciences, Galgotias University, Greater Noida, India
| | - Smita Jain
- Department of Pharmacy, Banasthali Vidyapith, Banasthali, India
| | - Sachin Kumar
- Department of Pharmacology, Delhi Pharmaceutical Sciences and Research University (DPSRU), New Delhi, India
| | - Pranay Wal
- Department of Pharmacy, Pranveer Singh Institute of Technology, Pharmacy, Kanpur, India
| | - Madhusmruti Khandai
- Department of Pharmacy, Royal College of Pharmacy and Health Sciences, Berahmpur, India
| | - Prasanna Shama Khandige
- NGSM Institute of Pharmaceutical Sciences, Department of Pharmacology, Manglauru, NITTE (Deemed to be University), Manglauru, India
| | - Vandana Sadananda
- AB Shetty Memorial Institute of Dental Sciences, Department of Conservative Dentistry and Endodontics, NITTE (Deemed to be University), Mangaluru, India
| | - Md Khalid Anwer
- Department of Pharmaceutics, College of Pharmacy, Prince Sattam Bin Abdulaziz University, Alkharj, Saudi Arabia
| | - Monica Gulati
- School of Pharmaceutical Sciences, Lovely Professional University, Phagwara, India
- ARCCIM, Health, University of Technology, Sydney, Ultimo, Australia
| | - Tapan Behl
- Amity School of Pharmaceutical Sciences, Amity University, Mohali, Punjab, India
| | - Shriyansh Srivastava
- Department of Pharmacy, School of Medical and Allied Sciences, Galgotias University, Greater Noida, India
- Department of Pharmacology, Delhi Pharmaceutical Sciences and Research University (DPSRU), New Delhi, India
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2
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Maghsoud Y, Jayasinghe-Arachchige VM, Kumari P, Cisneros GA, Liu J. Leveraging QM/MM and Molecular Dynamics Simulations to Decipher the Reaction Mechanism of the Cas9 HNH Domain to Investigate Off-Target Effects. J Chem Inf Model 2023; 63:6834-6850. [PMID: 37877218 DOI: 10.1021/acs.jcim.3c01284] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2023]
Abstract
The clustered regularly interspaced short palindromic repeats (CRISPR) technology is an RNA-guided targeted genome-editing tool using Cas family proteins. Two magnesium-dependent nuclease domains of the Cas9 enzyme, termed HNH and RuvC, are responsible for cleaving the target DNA (t-DNA) and nontarget DNA strands, respectively. The HNH domain is believed to determine the DNA cleavage activity of both endonuclease domains and is sensitive to complementary RNA-DNA base pairing. However, the underlying molecular mechanisms of CRISPR-Cas9, by which it rebukes or accepts mismatches, are poorly understood. Thus, investigation of the structure and dynamics of the catalytic state of Cas9 with either matched or mismatched t-DNA can provide insights into improving its specificity by reducing off-target cleavages. Here, we focus on a recently discovered catalytic-active form of the Streptococcus pyogenes Cas9 (SpCas9) and employ classical molecular dynamics and coupled quantum mechanics/molecular mechanics simulations to study two possible mechanisms of t-DNA cleavage reaction catalyzed by the HNH domain. Moreover, by designing a mismatched t-DNA structure called MM5 (C to G at the fifth position from the protospacer adjacent motif region), the impact of single-guide RNA (sgRNA) and t-DNA complementarity on the catalysis process was investigated. Based on these simulations, our calculated binding affinities, minimum energy paths, and analysis of catalytically important residues provide atomic-level details of the differences between matched and mismatched cleavage reactions. In addition, several residues exhibit significant differences in their catalytic roles for the two studied systems, including K253, K263, R820, K896, and K913.
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Affiliation(s)
- Yazdan Maghsoud
- Department of Chemistry and Biochemistry, University of Texas at Dallas, Richardson, Texas 75080, United States
| | - Vindi M Jayasinghe-Arachchige
- Department of Pharmaceutical Sciences, University of North Texas System College of Pharmacy, University of North Texas Health Science Center, Fort Worth, Texas 76107, United States
| | - Pratibha Kumari
- Department of Pharmaceutical Sciences, University of North Texas System College of Pharmacy, University of North Texas Health Science Center, Fort Worth, Texas 76107, United States
| | - G Andrés Cisneros
- Department of Chemistry and Biochemistry, University of Texas at Dallas, Richardson, Texas 75080, United States
- Department of Physics, University of Texas at Dallas, Richardson, Texas 75080, United States
| | - Jin Liu
- Department of Pharmaceutical Sciences, University of North Texas System College of Pharmacy, University of North Texas Health Science Center, Fort Worth, Texas 76107, United States
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3
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Maghsoud Y, Dong C, Cisneros GA. Computational Characterization of the Inhibition Mechanism of Xanthine Oxidoreductase by Topiroxostat. ACS Catal 2023; 13:6023-6043. [PMID: 37547543 PMCID: PMC10399974 DOI: 10.1021/acscatal.3c01245] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/08/2023]
Abstract
Xanthine oxidase (XO) is a member of the molybdopterin-containing enzyme family. It interconverts xanthine to uric acid as the last step of purine catabolism in the human body. The high uric acid concentration in the blood directly leads to human diseases like gout and hyperuricemia. Therefore, drugs that inhibit the biosynthesis of uric acid by human XO have been clinically used for many years to decrease the concentration of uric acid in the blood. In this study, the inhibition mechanism of XO and a new promising drug, topiroxostat (code: FYX-051), is investigated by employing molecular dynamics (MD) and quantum mechanics/molecular mechanics (QM/MM) calculations. This drug has been reported to act as both a noncovalent and covalent inhibitor and undergoes a stepwise inhibition by all its hydroxylated metabolites, which include 2-hydroxy-FYX-051, dihydroxy-FYX-051, and trihydroxy-FYX-051. However, the detailed mechanism of inhibition of each metabolite remains elusive and can be useful for designing more effective drugs with similar inhibition functions. Hence, herein we present the computational investigation of the structural and dynamical effects of FYX-051 and the calculated reaction mechanism for all of the oxidation steps catalyzed by the molybdopterin center in the active site. Calculated results for the proposed reaction mechanisms for each metabolite's inhibition reaction in the enzyme's active site, binding affinities, and the noncovalent interactions with the surrounding amino acid residues are consistent with previously reported experimental findings. Analysis of the noncovalent interactions via energy decomposition analysis (EDA) and noncovalent interaction (NCI) techniques suggests that residues L648, K771, E802, R839, L873, R880, R912, F914, F1009, L1014, and A1079 can be used as key interacting residues for further hybrid-type inhibitor development.
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Affiliation(s)
- Yazdan Maghsoud
- Department of Chemistry and Biochemistry, The University of Texas at Dallas, Richardson, Texas 75080, United States
| | - Chao Dong
- Department of Chemistry and Physics, The University of Texas Permian Basin, Odessa, Texas 79762, United States
| | - G Andrés Cisneros
- Department of Chemistry and Biochemistry, The University of Texas at Dallas, Richardson, Texas 75080, United States; Department of Physics, The University of Texas at Dallas, Richardson, Texas 75080, United States
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4
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Waheed SO, Chaturvedi SS, Karabencheva-Christova TG, Christov CZ. Catalytic Mechanism of Human Ten-Eleven Translocation-2 (TET2) Enzyme: Effects of Conformational Changes, Electric Field, and Mutations. ACS Catal 2021. [DOI: 10.1021/acscatal.0c05034] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- Sodiq O. Waheed
- Department of Chemistry, Michigan Technological University, Houghton, Michigan 49931, United States
| | - Shobhit S. Chaturvedi
- Department of Chemistry, Michigan Technological University, Houghton, Michigan 49931, United States
| | | | - Christo Z. Christov
- Department of Chemistry, Michigan Technological University, Houghton, Michigan 49931, United States
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5
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Wu F, Zhou Y, Li L, Shen X, Chen G, Wang X, Liang X, Tan M, Huang Z. Computational Approaches in Preclinical Studies on Drug Discovery and Development. Front Chem 2020; 8:726. [PMID: 33062633 PMCID: PMC7517894 DOI: 10.3389/fchem.2020.00726] [Citation(s) in RCA: 106] [Impact Index Per Article: 26.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2020] [Accepted: 07/14/2020] [Indexed: 12/11/2022] Open
Abstract
Because undesirable pharmacokinetics and toxicity are significant reasons for the failure of drug development in the costly late stage, it has been widely recognized that drug ADMET properties should be considered as early as possible to reduce failure rates in the clinical phase of drug discovery. Concurrently, drug recalls have become increasingly common in recent years, prompting pharmaceutical companies to increase attention toward the safety evaluation of preclinical drugs. In vitro and in vivo drug evaluation techniques are currently more mature in preclinical applications, but these technologies are costly. In recent years, with the rapid development of computer science, in silico technology has been widely used to evaluate the relevant properties of drugs in the preclinical stage and has produced many software programs and in silico models, further promoting the study of ADMET in vitro. In this review, we first introduce the two ADMET prediction categories (molecular modeling and data modeling). Then, we perform a systematic classification and description of the databases and software commonly used for ADMET prediction. We focus on some widely studied ADMT properties as well as PBPK simulation, and we list some applications that are related to the prediction categories and web tools. Finally, we discuss challenges and limitations in the preclinical area and propose some suggestions and prospects for the future.
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Affiliation(s)
- Fengxu Wu
- Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Research Platform Service Management Center, Dongguan, China
- Key Laboratory of Pesticide & Chemical Biology, Ministry of Education, College of Chemistry, Central China Normal University, Wuhan, China
| | - Yuquan Zhou
- Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Research Platform Service Management Center, Dongguan, China
- The Second School of Clinical Medicine, Guangdong Medical University, Dongguan, China
| | - Langhui Li
- Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Research Platform Service Management Center, Dongguan, China
- Key Laboratory for Research and Development of Natural Drugs of Guangdong Province, School of Pharmacy, Guangdong Medical University, Dongguan, China
| | - Xianhuan Shen
- Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Research Platform Service Management Center, Dongguan, China
- Key Laboratory for Research and Development of Natural Drugs of Guangdong Province, School of Pharmacy, Guangdong Medical University, Dongguan, China
| | - Ganying Chen
- Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Research Platform Service Management Center, Dongguan, China
- The Second School of Clinical Medicine, Guangdong Medical University, Dongguan, China
| | - Xiaoqing Wang
- Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Research Platform Service Management Center, Dongguan, China
- Key Laboratory for Research and Development of Natural Drugs of Guangdong Province, School of Pharmacy, Guangdong Medical University, Dongguan, China
| | - Xianyang Liang
- Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Research Platform Service Management Center, Dongguan, China
- The Second School of Clinical Medicine, Guangdong Medical University, Dongguan, China
| | - Mengyuan Tan
- Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Research Platform Service Management Center, Dongguan, China
- Key Laboratory for Research and Development of Natural Drugs of Guangdong Province, School of Pharmacy, Guangdong Medical University, Dongguan, China
| | - Zunnan Huang
- Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Research Platform Service Management Center, Dongguan, China
- Key Laboratory for Research and Development of Natural Drugs of Guangdong Province, School of Pharmacy, Guangdong Medical University, Dongguan, China
- Marine Biomedical Research Institute of Guangdong Zhanjiang, Zhanjiang, China
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6
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McGarry KG, Lalisse RF, Moyer RA, Johnson KM, Tallan AM, Winters TP, Taris JE, McElroy CA, Lemmon EE, Shafaat HS, Fan Y, Deal A, Marguet SC, Harvilchuck JA, Hadad CM, Wood DW. A Novel, Modified Human Butyrylcholinesterase Catalytically Degrades the Chemical Warfare Nerve Agent, Sarin. Toxicol Sci 2019; 174:133-146. [DOI: 10.1093/toxsci/kfz251] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Abstract
Chemical warfare nerve agents (CWNAs) present a global threat to both military and civilian populations. The acute toxicity of CWNAs stems from their ability to effectively inhibit acetylcholinesterase (AChE). This inhibition can lead to uncontrolled cholinergic cellular signaling, resulting in cholinergic crisis and, ultimately, death. Although the current FDA-approved standard of care is moderately effective when administered early, development of novel treatment strategies is necessary. Butyrylcholinesterase (BChE) is an enzyme which displays a high degree of structural homology to AChE. Unlike AChE, the roles of BChE are uncertain and possibilities are still being explored. However, BChE appears to primarily serve as a bioscavenger of toxic esters due to its ability to accommodate a wide variety of substrates within its active site. Like AChE, BChE is also readily inhibited by CWNAs. Due to its high affinity for binding CWNAs, and that null-BChE yields no apparent health effects, exogenous BChE has been explored as a candidate therapeutic for CWNA intoxication. Despite years of research, minimal strides have been made to develop a catalytic bioscavenger. Furthermore, BChE is only in early clinical trials as a stoichiometric bioscavenger of CWNAs, and large quantities must be administered to treat CWNA toxicity. Here, we describe previously unidentified mutations to residues within and adjacent to the acyl binding pocket (positions 282–285 were mutagenized from YGTP to NHML) of BChE that confer catalytic degradation of the CWNA, sarin. These mutations, along with corresponding future efforts, may finally lead to a novel therapeutic to combat CWNA intoxication.
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Affiliation(s)
- Kevin G McGarry
- Battelle Memorial Institute, Columbus, Ohio
- Department of Chemical and Biomolecular Engineering, The Ohio State University, Columbus, Ohio
| | - Remy F Lalisse
- Department of Chemistry and Biochemistry, The Ohio State University, Columbus, Ohio
| | | | | | - Alexi M Tallan
- Department of Chemical and Biomolecular Engineering, The Ohio State University, Columbus, Ohio
| | | | - Joeseph E Taris
- Department of Chemical and Biomolecular Engineering, The Ohio State University, Columbus, Ohio
| | - Craig A McElroy
- College of Pharmacy, The Ohio State University, Columbus, Ohio
| | | | - Hannah S Shafaat
- Department of Chemistry and Biochemistry, The Ohio State University, Columbus, Ohio
| | - Yamin Fan
- Department of Chemical and Biomolecular Engineering, The Ohio State University, Columbus, Ohio
| | - Aniliese Deal
- Department of Chemical and Biomolecular Engineering, The Ohio State University, Columbus, Ohio
| | - Sean C Marguet
- Department of Chemistry and Biochemistry, The Ohio State University, Columbus, Ohio
| | | | - Christopher M Hadad
- Department of Chemistry and Biochemistry, The Ohio State University, Columbus, Ohio
| | - David W Wood
- Department of Chemical and Biomolecular Engineering, The Ohio State University, Columbus, Ohio
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7
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Torabifard H, Cisneros GA. Insight into wild-type and T1372E TET2-mediated 5hmC oxidation using ab initio QM/MM calculations. Chem Sci 2018; 9:8433-8445. [PMID: 30542593 PMCID: PMC6244454 DOI: 10.1039/c8sc02961j] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2018] [Accepted: 09/11/2018] [Indexed: 12/22/2022] Open
Abstract
Ten-eleven translocation 2 (TET2) is an Fe/α-ketoglutarate (α-KG) dependent enzyme that dealkylates 5-methylcytosine (5mC). The reaction mechanism involves a series of three sequential oxidations that convert 5mC to 5-hydroxy-methylcytosine (5hmC), 5-formylcytosine (5fC) and 5-carboxylcytosine (5caC). Our previous biochemical and computational studies uncovered an active site scaffold that is required for wild-type (WT) stepwise oxidation (Nat. Chem. Bio., 13, 181). We showed that the mutation of a single residue, T1372 to some amino acids, such as Glu, can impact the iterative oxidation steps and stop the oxidation of 5hmC to 5fC/caC. However, the source of the stalling at the first oxidation step by some mutant TET proteins still remains unclear. Here, we studied the catalytic mechanism of oxidation of 5hmC to 5fC by WT and T1372E TET2 using an ab initio quantum mechanical/molecular mechanical (QM/MM) approach. Our results suggest that the rate limiting step for WT TET2 involves a hydrogen atom abstraction from the hydroxyl group of 5hmC by the ferryl moiety in the WT. By contrast, our calculations for the T1372E mutant indicate that the rate limiting step for this variant corresponds to a second proton abstraction and the calculated barrier is almost twice as large as for WT TET2. Our results suggest that the large barrier for the 5hmC to 5fC oxidation in this mutant is due (at least in part) to the unfavorable orientation of the substrate in the active site. Combined electron localization function (ELF) and non-covalent interaction (NCI) analyses provide a qualitative description of the evolution of the electronic structure of the active site along the reaction path. Energy decomposition analysis (EDA) has been performed on the WT to investigate the impact of each MM residue on catalytic activity.
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Affiliation(s)
- Hedieh Torabifard
- Department of Chemistry , Wayne State University , Detroit , MI 48202 , USA
| | - G Andrés Cisneros
- Department of Chemistry , University of North Texas , Denton , TX 76203 , USA .
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8
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Roston D, Lu X, Fang D, Demapan D, Cui Q. Analysis of Phosphoryl-Transfer Enzymes with QM/MM Free Energy Simulations. Methods Enzymol 2018; 607:53-90. [PMID: 30149869 DOI: 10.1016/bs.mie.2018.05.005] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
We discuss the application of quantum mechanics/molecular mechanics (QM/MM) free energy simulations to the analysis of phosphoryl transfers catalyzed by two enzymes: alkaline phosphatase and myosin. We focus on the nature of the transition state and the issue of mechanochemical coupling, respectively, in the two enzymes. The results illustrate unique insights that emerged from the QM/MM simulations, especially concerning the interpretation of experimental data regarding the nature of enzymatic transition states and coupling between global structural transition and catalysis in the active site. We also highlight a number of technical issues worthy of attention when applying QM/MM free energy simulations, and comment on a number of technical and mechanistic issues that require further studies.
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Affiliation(s)
- Daniel Roston
- Department of Chemistry and Theoretical Chemistry Institute, University of Wisconsin, Madison, Madison, WI, United States
| | - Xiya Lu
- Department of Chemistry and Theoretical Chemistry Institute, University of Wisconsin, Madison, Madison, WI, United States
| | - Dong Fang
- Department of Chemistry and Theoretical Chemistry Institute, University of Wisconsin, Madison, Madison, WI, United States
| | - Darren Demapan
- Department of Chemistry and Theoretical Chemistry Institute, University of Wisconsin, Madison, Madison, WI, United States
| | - Qiang Cui
- Department of Chemistry and Theoretical Chemistry Institute, University of Wisconsin, Madison, Madison, WI, United States.
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9
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Torabifard H, Cisneros GA. Computational investigation of O 2 diffusion through an intra-molecular tunnel in AlkB; influence of polarization on O 2 transport. Chem Sci 2017; 8:6230-6238. [PMID: 28989656 PMCID: PMC5628400 DOI: 10.1039/c7sc00997f] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2017] [Accepted: 07/03/2017] [Indexed: 12/13/2022] Open
Abstract
E. Coli AlkB catalyzes the direct dealkylation of various alkylated bases in damaged DNA. The diffusion of molecular oxygen to the active site in AlkB is an essential step for the oxidative dealkylation activity. Despite detailed studies on the stepwise oxidation mechanism of AlkB, there is no conclusive picture of how O2 molecules reach the active site of the protein. Yu et al. (Nature, 439, 879) proposed the existence of an intra-molecular tunnel based on their initial crystal structures of AlkB. We have employed computational simulations to investigate possible migration pathways inside AlkB for O2 molecules. Extensive molecular dynamics (MD) simulations, including explicit ligand sampling and potential of mean force (PMF) calculations, have been performed to provide a microscopic description of the O2 delivery pathway in AlkB. Analysis of intra-molecular tunnels using the CAVER software indicates two possible pathways for O2 to diffuse into the AlkB active site. Explicit ligand sampling simulations suggests that only one of these tunnels provides a viable route. The free energy path for an oxygen molecule to travel along each of these tunnels has been determined with AMBER and AMOEBA. Both PMFs indicate passive transport of O2 from the surface of the protein. However, the inclusion of explicit polarization shows a very large barrier for diffusion of the co-substrate out of the active site, compared with the non-polarizable potential. In addition, our results suggest that the mutation of a conserved residue along the tunnel, Y178, has dramatic effects on the dynamics of AlkB and on the transport of O2 along the tunnel.
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Affiliation(s)
- Hedieh Torabifard
- Department of Chemistry , Wayne State University , Detroit , MI 48202 , USA
| | - G Andrés Cisneros
- Department of Chemistry , University of North Texas , Denton , TX 76203 , USA .
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10
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Bao JL, Truhlar DG. Variational transition state theory: theoretical framework and recent developments. Chem Soc Rev 2017; 46:7548-7596. [DOI: 10.1039/c7cs00602k] [Citation(s) in RCA: 207] [Impact Index Per Article: 29.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
This article reviews the fundamentals of variational transition state theory (VTST), its recent theoretical development, and some modern applications.
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Affiliation(s)
- Junwei Lucas Bao
- Department of Chemistry
- Chemical Theory Center, and Minnesota Supercomputing Institute
- University of Minnesota
- Minneapolis
- USA
| | - Donald G. Truhlar
- Department of Chemistry
- Chemical Theory Center, and Minnesota Supercomputing Institute
- University of Minnesota
- Minneapolis
- USA
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11
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Mutations along a TET2 active site scaffold stall oxidation at 5-hydroxymethylcytosine. Nat Chem Biol 2016; 13:181-187. [PMID: 27918559 DOI: 10.1038/nchembio.2250] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2015] [Accepted: 09/29/2016] [Indexed: 12/16/2022]
Abstract
Ten-eleven translocation (TET) enzymes catalyze stepwise oxidation of 5-methylcytosine (mC) to yield 5-hydroxymethylcytosine (hmC) and the rarer bases 5-formylcytosine (fC) and 5-carboxylcytosine (caC). Stepwise oxidation obscures how each individual base forms and functions in epigenetic regulation, and prompts the question of whether TET enzymes primarily serve to generate hmC or are adapted to produce fC and caC as well. By mutating a single, conserved active site residue in human TET2, Thr1372, we uncovered enzyme variants that permit oxidation to hmC but largely eliminate fC and caC. Biochemical analyses, combined with molecular dynamics simulations, elucidated an active site scaffold that is required for wild-type (WT) stepwise oxidation and that, when perturbed, explains the mutants' hmC-stalling phenotype. Our results suggest that the TET2 active site is shaped to enable higher-order oxidation and provide the first TET variants that could be used to probe the biological functions of hmC separately from fC and caC.
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12
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Roston D, Cui Q. Substrate and Transition State Binding in Alkaline Phosphatase Analyzed by Computation of Oxygen Isotope Effects. J Am Chem Soc 2016; 138:11946-57. [PMID: 27541005 PMCID: PMC5705178 DOI: 10.1021/jacs.6b07347] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Enzymes are powerful catalysts, and a thorough understanding of the sources of their catalytic power will facilitate many medical and industrial applications. Here we have studied the catalytic mechanism of alkaline phosphatase (AP), which is one of the most catalytically proficient enzymes known. We have used quantum mechanics calculations and hybrid quantum mechanics/molecular mechanics (QM/MM) simulations to model a variety of isotope effects relevant to the reaction of AP. We have calculated equilibrium isotope effects (EIEs), binding isotope effects (BIEs), and kinetic isotope effects (KIEs) for a range of phosphate mono- and diester substrates. The results agree well with experimental values, but the model for the reaction's transition state (TS) differs from the original interpretation of those experiments. Our model indicates that isotope effects on binding make important contributions to measured KIEs on V/K, which complicated interpretation of the measured values. Our results provide a detailed interpretation of the measured isotope effects and make predictions that can test the proposed model. The model indicates that the substrate is deformed in the ground state (GS) of the reaction and partially resembles the TS. The highly preorganized active site preferentially binds conformations that resemble the TS and not the GS, which induces the substrate to adapt to the enzyme, rather than the other way around-as with classic "induced fit" models. The preferential stabilization of the TS over the GS is what lowers the barrier to the chemical step.
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Affiliation(s)
- Daniel Roston
- Department of Chemistry and Theoretical Chemistry Institute, University of Wisconsin , Madison, Wisconsin 53706, United States
| | - Qiang Cui
- Department of Chemistry and Theoretical Chemistry Institute, University of Wisconsin , Madison, Wisconsin 53706, United States
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13
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Pareek V, Samanta M, Joshi NV, Balaram H, Murthy MRN, Balaram P. Connecting Active-Site Loop Conformations and Catalysis in Triosephosphate Isomerase: Insights from a Rare Variation at Residue 96 in the Plasmodial Enzyme. Chembiochem 2016; 17:620-9. [PMID: 26762569 DOI: 10.1002/cbic.201500532] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2015] [Indexed: 12/12/2022]
Abstract
Despite extensive research into triosephosphate isomerases (TIMs), there exists a gap in understanding of the remarkable conjunction between catalytic loop-6 (residues 166-176) movement and the conformational flip of Glu165 (catalytic base) upon substrate binding that primes the active site for efficient catalysis. The overwhelming occurrence of serine at position 96 (98% of the 6277 unique TIM sequences), spatially proximal to E165 and the loop-6 residues, raises questions about its role in catalysis. Notably, Plasmodium falciparum TIM has an extremely rare residue--phenylalanine--at this position whereas, curiously, the mutant F96S was catalytically defective. We have obtained insights into the influence of residue 96 on the loop-6 conformational flip and E165 positioning by combining kinetic and structural studies on the PfTIM F96 mutants F96Y, F96A, F96S/S73A, and F96S/L167V with sequence conservation analysis and comparative analysis of the available apo and holo structures of the enzyme from diverse organisms.
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Affiliation(s)
- Vidhi Pareek
- Molecular Biophysics Unit, Indian Institute of Science, Bangalore, 560012, India
| | - Moumita Samanta
- Molecular Biophysics Unit, Indian Institute of Science, Bangalore, 560012, India
| | - Niranjan V Joshi
- Centre for Ecological Sciences, Indian Institute of Science, Bangalore, 560012, India
| | - Hemalatha Balaram
- Molecular Biology and Genetics Unit, Jawaharlal Nehru Centre for Advanced Scientific Research, Jakkur, Bangalore, 560064, India
| | - Mathur R N Murthy
- Molecular Biophysics Unit, Indian Institute of Science, Bangalore, 560012, India
| | - Padmanabhan Balaram
- Molecular Biophysics Unit, Indian Institute of Science, Bangalore, 560012, India.
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14
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Bandyopadhyay D, Murthy MRN, Balaram H, Balaram P. Probing the role of highly conserved residues in triosephosphate isomerase - analysis of site specific mutants at positions 64 and 75 in thePlasmodialenzyme. FEBS J 2015. [DOI: 10.1111/febs.13384] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Affiliation(s)
| | | | - Hemalatha Balaram
- Molecular Biology and Genetics Unit; Jawaharlal Nehru Centre for Advanced Scientific Research; Bangalore India
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15
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Wang Y, Jones MK, Xu H, Ray WK, White RH. Mechanism of the Enzymatic Synthesis of 4-(Hydroxymethyl)-2-furancarboxaldehyde-phosphate (4-HFC-P) from Glyceraldehyde-3-phosphate Catalyzed by 4-HFC-P Synthase. Biochemistry 2015; 54:2997-3008. [DOI: 10.1021/acs.biochem.5b00176] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Yu Wang
- Department of Biochemistry, Virginia Polytechnic Institute and State University, Blacksburg, Virginia 24061, United States
| | - Michael K. Jones
- Department of Biochemistry, Virginia Polytechnic Institute and State University, Blacksburg, Virginia 24061, United States
| | - Huimin Xu
- Department of Biochemistry, Virginia Polytechnic Institute and State University, Blacksburg, Virginia 24061, United States
| | - W. Keith Ray
- Department of Biochemistry, Virginia Polytechnic Institute and State University, Blacksburg, Virginia 24061, United States
| | - Robert H. White
- Department of Biochemistry, Virginia Polytechnic Institute and State University, Blacksburg, Virginia 24061, United States
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16
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Dewage SW, Cisneros GA. Computational analysis of ammonia transfer along two intramolecular tunnels in Staphylococcus aureus glutamine-dependent amidotransferase (GatCAB). J Phys Chem B 2015; 119:3669-77. [PMID: 25654336 DOI: 10.1021/jp5123568] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Most bacteria and all archaea misacylate the tRNAs corresponding to Asn and Gln with Asp and Glu (Asp-tRNA(Asn) and Glu-tRNA(Gln)).The GatCAB enzyme of most bacteria converts misacylated Glu-tRNA(Gln) to Gln-tRNA(Gln) in order to enable the incorporation of glutamine during protein synthesis. The conversion process involves the intramolecular transfer of ammonia between two spatially separated active sites. This study presents a computational analysis of the two putative intramolecular tunnels that have been suggested to describe the ammonia transfer between the two active sites. Molecular dynamics simulations have been performed for wild-type GatCAB of S. aureus and its mutants: T175(A)V, K88(B)R, E125(B)D, and E125(B)Q. The two tunnels have been analyzed in terms of free energy of ammonia transfer along them. The probability of occurrence of each type of tunnel and the variation of the probability for wild-type GatCAB and its mutants is also discussed.
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Affiliation(s)
- Sajeewa Walimuni Dewage
- Department of Chemistry, Wayne State University , 5101 Cass Avenue, Detroit, Michigan 48202, United States
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17
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Elias AA, Cisneros GA. Computational study of putative residues involved in DNA synthesis fidelity checking in Thermus aquaticus DNA polymerase I. ADVANCES IN PROTEIN CHEMISTRY AND STRUCTURAL BIOLOGY 2014; 96:39-75. [PMID: 25443954 DOI: 10.1016/bs.apcsb.2014.06.003] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
A fidelity-checking site for DNA polymerase I has been proposed based on recent single-molecule Förster resonance energy transfer studies. The checking site is believed to ensure proper base pairing of the newly inserted nucleotide. Computational studies have been utilized to predict residues involved in this putative checking site on the Klenow and Bacillus fragments. Here, we employ energy decomposition analysis, electrostatic free energy response, and noncovalent interaction plots to identify the residues involved in the hypothesized checking site in the homologous Klenow fragment from Thermus aquaticus (Klentaq). Our results indicate multiple protein residues that show altered interactions for three mispairs compared to the correctly paired DNA dimer. Many of these residues are also conserved along A family polymerases.
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Affiliation(s)
- Angela A Elias
- Department of Chemistry, Wayne State University, Detroit, Michigan, USA
| | - G Andrés Cisneros
- Department of Chemistry, Wayne State University, Detroit, Michigan, USA.
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18
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Ma G, Liu Y. The reaction mechanism of UDP-GlcNAc 5,6-dehydratase: a quantum mechanical/molecular mechanical (QM/MM) study. Theor Chem Acc 2014. [DOI: 10.1007/s00214-014-1524-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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19
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Role of methylglyoxal in Alzheimer's disease. BIOMED RESEARCH INTERNATIONAL 2014; 2014:238485. [PMID: 24734229 PMCID: PMC3966409 DOI: 10.1155/2014/238485] [Citation(s) in RCA: 110] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/13/2013] [Revised: 01/28/2014] [Accepted: 01/30/2014] [Indexed: 12/12/2022]
Abstract
Alzheimer's disease is the most common and lethal neurodegenerative disorder. The major hallmarks of Alzheimer's disease are extracellular aggregation of amyloid β peptides and, the presence of intracellular neurofibrillary tangles formed by precipitation/aggregation of hyperphosphorylated tau protein. The etiology of Alzheimer's disease is multifactorial and a full understanding of its pathogenesis remains elusive. Some years ago, it has been suggested that glycation may contribute to both extensive protein cross-linking and oxidative stress in Alzheimer's disease. Glycation is an endogenous process that leads to the production of a class of compounds known as advanced glycation end products (AGEs). Interestingly, increased levels of AGEs have been observed in brains of Alzheimer's disease patients. Methylglyoxal, a reactive intermediate of cellular metabolism, is the most potent precursor of AGEs and is strictly correlated with an increase of oxidative stress in Alzheimer's disease. Many studies are showing that methylglyoxal and methylglyoxal-derived AGEs play a key role in the etiopathogenesis of Alzheimer's disease.
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20
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21
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Changing hydration level in an internal cavity modulates the proton affinity of a key glutamate in cytochrome c oxidase. Proc Natl Acad Sci U S A 2013; 110:18886-91. [PMID: 24198332 DOI: 10.1073/pnas.1313908110] [Citation(s) in RCA: 50] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Cytochrome c oxidase contributes to the transmembrane proton gradient by removing two protons from the high-pH side of the membrane each time the binuclear center active site is reduced. One proton goes to the binuclear center, whereas the other is pumped to the low-pH periplasmic space. Glutamate 286 (Glu286) has been proposed to serve as a transiently deprotonated proton donor. Using unrestrained atomistic molecular dynamics simulations, we show that the size of and water distribution in the hydrophobic cavity that holds Glu286 is controlled by the protonation state of the propionic acid of heme a3, a group on the proton outlet pathway. Protonation of the propionate disrupts hydrogen bonding to two side chains, allowing a loop to swing open. Continuum electrostatics and atomistic free-energy perturbation calculations show that the resultant changes in hydration and electrostatic interactions lower the Glu proton affinity by at least 5 kcal/mol. These changes in the internal hydration level occur in the absence of major conformational transitions and serve to stabilize needed transient intermediates in proton transport. The trigger is not the protonation of the Glu of interest, but rather the protonation of a residue ∼10 Å away. Thus, unlike local water penetration to stabilize a new charge, this finding represents a specific role for water molecules in the protein interior, mediating proton transfers and facilitating ion transport.
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22
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Vistoli G, De Maddis D, Cipak A, Zarkovic N, Carini M, Aldini G. Advanced glycoxidation and lipoxidation end products (AGEs and ALEs): an overview of their mechanisms of formation. Free Radic Res 2013; 47 Suppl 1:3-27. [PMID: 23767955 DOI: 10.3109/10715762.2013.815348] [Citation(s) in RCA: 542] [Impact Index Per Article: 49.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Advanced lipoxidation end products (ALEs) and advanced glycation end products (AGEs) have a pathogenetic role in the development and progression of different oxidative-based diseases including diabetes, atherosclerosis, and neurological disorders. AGEs and ALEs represent a quite complex class of compounds that are formed by different mechanisms, by heterogeneous precursors and that can be formed either exogenously or endogenously. There is a wide interest in AGEs and ALEs involving different aspects of research which are essentially focused on set-up and application of analytical strategies (1) to identify, characterize, and quantify AGEs and ALEs in different pathophysiological conditions; (2) to elucidate the molecular basis of their biological effects; and (3) to discover compounds able to inhibit AGEs/ALEs damaging effects not only as biological tools aimed at validating AGEs/ALEs as drug target, but also as promising drugs. All the above-mentioned research stages require a clear picture of the chemical formation of AGEs/ALEs but this is not simple, due to the complex and heterogeneous pathways, involving different precursors and mechanisms. In view of this intricate scenario, the aim of the present review is to group the main AGEs and ALEs and to describe, for each of them, the precursors and mechanisms of formation.
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Affiliation(s)
- G Vistoli
- Department of Pharmaceutical Sciences, Università degli Studi di Milano, Via Mangiagalli 25, Milan, Italy
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23
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Daily MD, Yu H, Phillips GN, Cui Q. Allosteric activation transitions in enzymes and biomolecular motors: insights from atomistic and coarse-grained simulations. Top Curr Chem (Cham) 2013; 337:139-64. [PMID: 23468286 PMCID: PMC3976962 DOI: 10.1007/128_2012_409] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
The chemical step in enzymes is usually preceded by a kinetically distinct activation step that involves large-scale conformational transitions. In "simple" enzymes this step corresponds to the closure of the active site; in more complex enzymes, such as biomolecular motors, the activation step is more complex and may involve interactions with other biomolecules. These activation transitions are essential to the function of enzymes and perturbations in the scale and/or rate of these transitions are implicated in various serious human diseases; incorporating key flexibilities into engineered enzymes is also considered a major remaining challenge in rational enzyme design. Therefore it is important to understand the underlying mechanism of these transitions. This is a significant challenge to both experimental and computational studies because of the allosteric and multi-scale nature of such transitions. Using our recent studies of two enzyme systems, myosin and adenylate kinase (AK), we discuss how atomistic and coarse-grained simulations can be used to provide insights into the mechanism of activation transitions in realistic systems. Collectively, the results suggest that although many allosteric transitions can be viewed as domain displacements mediated by flexible hinges, there are additional complexities and various deviations. For example, although our studies do not find any evidence for "cracking" in AK, our results do underline the contribution of intra-domain properties (e.g., dihedral flexibility) to the rate of the transition. The study of mechanochemical coupling in myosin highlights that local changes important to chemistry require stabilization from more extensive structural changes; in this sense, more global structural transitions are needed to activate the chemistry in the active site. These discussions further emphasize the importance of better understanding factors that control the degree of co-operativity for allosteric transitions, again hinting at the intimate connection between protein stability and functional flexibility. Finally, a number of topics of considerable future interest are briefly discussed.
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Affiliation(s)
- Michael D Daily
- Pacific Northwest National Laboratory, Richland, Washington, 99352, USA
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24
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Bowyer P, Mosquera J, Anderson M, Birch M, Bromley M, Denning DW. Identification of novel genes conferring altered azole susceptibility in Aspergillus fumigatus. FEMS Microbiol Lett 2012; 332:10-9. [PMID: 22509997 DOI: 10.1111/j.1574-6968.2012.02575.x] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2012] [Revised: 03/28/2012] [Accepted: 03/29/2012] [Indexed: 11/30/2022] Open
Abstract
Azoles are currently the mainstay of antifungal treatment both in agricultural and in clinical settings. Although the target site of azole action is well studied, the basis of azole resistance and the ultimate mode of action of the drug in fungi are poorly understood. To gain a deeper insight into these aspects of azole action, restriction-mediated plasmid integration (REMI) was used to create azole sensitive and resistant strains of the clinically important fungus Aspergillus fumigatus. Four azole sensitive insertions and four azole-resistant insertions were characterized. Three phenotypes could be re-created in wild-type AF210 by reintegration of rescued plasmid and a further four could be confirmed by complementation of the mutant phenotype with a copy of the wild-type gene predicted to be disrupted by the original insertional event. Six insertions were in genes not previously associated with azole sensitivity or resistance. Two insertions occur in transporter genes that may affect drug efflux, whereas others may affect transcriptional regulation of sterol biosynthesis genes and NADH metabolism in the mitochondrion. Two insertions are in genes of unknown function.
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Affiliation(s)
- Paul Bowyer
- Manchester Academic Health Science Centre, NIHR Translational Research Facility in Respiratory Medicine, University Hospital of South Manchester NHS Foundation Trust, The University of Manchester, Manchester, UK.
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25
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Hou QQ, Wang JH, Gao J, Liu YJ, Liu CB. QM/MM studies on the catalytic mechanism of phenylethanolamine N-methyltransferase. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2012; 1824:533-41. [PMID: 22326747 DOI: 10.1016/j.bbapap.2012.01.017] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/25/2011] [Revised: 01/05/2012] [Accepted: 01/26/2012] [Indexed: 02/06/2023]
Abstract
Epinephrine is a naturally occurring adrenomedullary hormone that transduces environmental stressors into cardiovascular actions. As the only route in the catecholamine biosynthetic pathway, Phenylethanolamine N-methyltransferase (PNMT) catalyzes the synthesis of epinephrine. To elucidate the detailed mechanism of enzymatic catalysis of PNMT, combined quantum-mechanical/molecular-mechanical (QM/MM) calculations were performed. The calculation results reveal that this catalysis contains three elementary steps: the deprotonation of protonated norepinphrine, the methyl transferring step and deprotonation of the methylated norepinphrine. The methyl transferring step was proved to be the rate-determining step undergoing a SN2 mechanism with an energy barrier of 16.4kcal/mol. During the whole catalysis, two glutamic acids Glu185 and Glu219 were proved to be loaded with different effects according to the calculations results of the mutants. These calculation results can be used to explain the experimental observations and make a good complementarity for the previous QM study.
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Affiliation(s)
- Q Q Hou
- School of Chemistry and Chemical Engineering, Shandong University, Jinan, Shandong, China
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26
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Ovchinnikov V, Cecchini M, Vanden-Eijnden E, Karplus M. A conformational transition in the myosin VI converter contributes to the variable step size. Biophys J 2011; 101:2436-44. [PMID: 22098742 PMCID: PMC3218336 DOI: 10.1016/j.bpj.2011.09.044] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2011] [Revised: 08/12/2011] [Accepted: 09/21/2011] [Indexed: 11/25/2022] Open
Abstract
Myosin VI (MVI) is a dimeric molecular motor that translocates backwards on actin filaments with a surprisingly large and variable step size, given its short lever arm. A recent x-ray structure of MVI indicates that the large step size can be explained in part by a novel conformation of the converter subdomain in the prepowerstroke state, in which a 53-residue insert, unique to MVI, reorients the lever arm nearly parallel to the actin filament. To determine whether the existence of the novel converter conformation could contribute to the step-size variability, we used a path-based free-energy simulation tool, the string method, to show that there is a small free-energy difference between the novel converter conformation and the conventional conformation found in other myosins. This result suggests that MVI can bind to actin with the converter in either conformation. Models of MVI/MV chimeric dimers show that the variability in the tilting angle of the lever arm that results from the two converter conformations can lead to step-size variations of ∼12 nm. These variations, in combination with other proposed mechanisms, could explain the experimentally determined step-size variability of ∼25 nm for wild-type MVI. Mutations to test the findings by experiment are suggested.
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Affiliation(s)
- V. Ovchinnikov
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - M. Cecchini
- Laboratoire de Chimie Biophysique, ISIS, Université de Strasbourg, Strasbourg, France
| | - E. Vanden-Eijnden
- Courant Institute of Mathematical Sciences, New York University, New York, New York
| | - M. Karplus
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts
- Laboratoire de Chimie Biophysique, ISIS, Université de Strasbourg, Strasbourg, France
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27
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Banerjee M, Gupta K, Balaram H, Balaram P. Mass spectrometric identification of an intramolecular disulfide bond in thermally inactivated triosephosphate isomerase from a thermophilic organism Methanocaldococcus jannaschii. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2011; 25:1915-1923. [PMID: 21698673 DOI: 10.1002/rcm.5058] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
The triosephosphate isomerase from the hyperthermophilic organism Methanocaldococcus jannaschii (MjTIM) is a tetrameric enzyme, with a monomer molecular mass of 23245 Da. The kinetic parameters, the k(cat) and the K(m) values, of the enzyme, examined at 25 °C and 50 °C, are 4.18 × 10(4) min(-1) and 3.26 × 10(5) min(-1) , and 0.33 and 0.86 mM(-1) min(-1) , respectively. Although the circular dichroism and fluorescence emission spectra of the protein remain unchanged up to 95 °C, suggesting that the secondary and tertiary structures are not lost even at this extreme temperature, surprisingly, incubation of this thermophilic enzyme at elevated temperature (65-85 °C) results in time-dependent inactivation, with almost complete loss of activity after 3 h at 75 °C. High-resolution electrospray ionization mass spectrometry (ESI-MS) reveals the monomeric mass of the heated sample to be 23243 Da. The 2 Da difference between native and heated samples suggests a probable formation of a disulfide bridge between proximal cysteine thiol groups. Liquid chromatography (LC)/ESI-MS/MS analysis of tryptic digests in the heated samples permits identification of a pentapeptide (DCGCK, residues 80-84) in which a disulfide bond formation between Cys81 and Cys83 was established through the collision-induced dissociation (CID) fragmentation of the intact disulfide-bonded molecule, yielding characteristic fragmentation patterns with key neutral losses. Neither residue is directly involved in the catalytic activity. Inspection of the three-dimensional structure suggests that subtle conformation effects transmitted through a network of hydrogen bonds to the active site residue Lys8 may be responsible for the loss of catalytic activity.
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Affiliation(s)
- Mousumi Banerjee
- Molecular Biophysics Unit, Indian Institute of Science, Bangalore 560012, India
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28
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Barbe S, Cortés J, Siméon T, Monsan P, Remaud-Siméon M, André I. A mixed molecular modeling-robotics approach to investigate lipase large molecular motions. Proteins 2011; 79:2517-29. [DOI: 10.1002/prot.23075] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2010] [Revised: 03/18/2011] [Accepted: 04/19/2011] [Indexed: 11/07/2022]
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29
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Samanta M, Banerjee M, Murthy MRN, Balaram H, Balaram P. Probing the role of the fully conserved Cys126 in triosephosphate isomerase by site-specific mutagenesis--distal effects on dimer stability. FEBS J 2011; 278:1932-43. [PMID: 21447068 DOI: 10.1111/j.1742-4658.2011.08110.x] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Cys126 is a completely conserved residue in triosephosphate isomerase that is proximal to the active site but has been ascribed no specific role in catalysis. A previous study of the C126S and C126A mutants of yeast TIM reported substantial catalytic activity for the mutant enzymes, leading to the suggestion that this residue is implicated in folding and stability [Gonzalez-Mondragon E et al. (2004) Biochemistry 43, 3255-3263]. We re-examined the role of Cys126 with the Plasmodium falciparum enzyme as a model. Five mutants, C126S, C126A, C126V, C126M, and C126T, were characterized. Crystal structures of the 3-phosphoglycolate-bound C126S mutant and the unliganded forms of the C126S and C126A mutants were determined at a resolution of 1.7-2.1 Å. Kinetic studies revealed an approximately five-fold drop in k(cat) for the C126S and C126A mutants, whereas an approximately 10-fold drop was observed for the other three mutants. At ambient temperature, the wild-type enzyme and all five mutants showed no concentration dependence of activity. At higher temperatures (> 40 °C), the mutants showed a significant concentration dependence, with a dramatic loss in activity below 15 μM. The mutants also had diminished thermal stability at low concentration, as monitored by far-UV CD. These results suggest that Cys126 contributes to the stability of the dimer interface through a network of interactions involving His95, Glu97, and Arg98, which form direct contacts across the dimer interface.
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Affiliation(s)
- Moumita Samanta
- Molecular Biophysics Unit, Indian Institute of Science, Bangalore, India
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30
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Ke Z, Guo H. Ab initio QM/MM free-energy studies of arginine deiminase catalysis: the protonation state of the Cys nucleophile. J Phys Chem B 2011; 115:3725-33. [PMID: 21395290 PMCID: PMC3070061 DOI: 10.1021/jp200843s] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The first step of the hydrolytic deimination of L-arginine catalyzed by arginine deiminase is examined using ab initio quantum mechanical/molecular mechanical molecular dynamics simulations. Two possible protonation states of the nucleophilic Cys406 residue were investigated, and the corresponding activation free energies were obtained via umbrella sampling. Our calculations indicated a reaction free-energy barrier of 21.3 kcal/mol for the neutral cysteine, which is in reasonably good agreement with the experimental k(cat) value of 6.3 s(-1), i.e., a barrier of 16.7 kcal/mol. On the other hand, the deprotonated Cys nucleophile yields a free-energy barrier of 6.7 kcal/mol, much lower than the experimental result. The reaction free-energy barriers along with other data suggest that the Cys nucleophile is dominated by its protonated state in the Michaelis complex, and the reaction barrier corresponds largely to its deprotonation.
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Affiliation(s)
- Zhihong Ke
- Department of Chemistry and Chemical Biology, University of New Mexico, Albuquerque, New Mexico, 87131
| | - Hua Guo
- Department of Chemistry and Chemical Biology, University of New Mexico, Albuquerque, New Mexico, 87131
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31
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Brokaw JB, Chu JW. On the roles of substrate binding and hinge unfolding in conformational changes of adenylate kinase. Biophys J 2011; 99:3420-9. [PMID: 21081091 DOI: 10.1016/j.bpj.2010.09.040] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2010] [Revised: 09/09/2010] [Accepted: 09/21/2010] [Indexed: 11/28/2022] Open
Abstract
We characterized the conformational change of adenylate kinase (AK) between open and closed forms by conducting five all-atom molecular-dynamics simulations, each of 100 ns duration. Different initial structures and substrate binding configurations were used to probe the pathways of AK conformational change in explicit solvent, and no bias potential was applied. A complete closed-to-open and a partial open-to-closed transition were observed, demonstrating the direct impact of substrate-mediated interactions on shifting protein conformation. The sampled configurations suggest two possible pathways for connecting the open and closed structures of AK, affirming the prediction made based on available x-ray structures and earlier works of coarse-grained modeling. The trajectories of the all-atom molecular-dynamics simulations revealed the complexity of protein dynamics and the coupling between different domains during conformational change. Calculations of solvent density and density fluctuations surrounding AK did not show prominent variation during the transition between closed and open forms. Finally, we characterized the effects of local unfolding of an important hinge near Pro(177) on the closed-to-open transition of AK and identified a novel mechanism by which hinge unfolding modulates protein conformational change. The local unfolding of Pro(177) hinge induces alternative tertiary contacts that stabilize the closed structure and prevent the opening transition.
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Affiliation(s)
- Jason B Brokaw
- Department of Chemistry, University of California, Berkeley, CA, USA
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32
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Banerjee M, Balaram H, Joshi NV, Balaram P. Engineered dimer interface mutants of triosephosphate isomerase: the role of inter-subunit interactions in enzyme function and stability. Protein Eng Des Sel 2011; 24:463-72. [DOI: 10.1093/protein/gzr005] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
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33
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Wierenga RK, Kapetaniou EG, Venkatesan R. Triosephosphate isomerase: a highly evolved biocatalyst. Cell Mol Life Sci 2010; 67:3961-82. [PMID: 20694739 PMCID: PMC11115733 DOI: 10.1007/s00018-010-0473-9] [Citation(s) in RCA: 160] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2010] [Revised: 07/15/2010] [Accepted: 07/16/2010] [Indexed: 02/04/2023]
Abstract
Triosephosphate isomerase (TIM) is a perfectly evolved enzyme which very fast interconverts dihydroxyacetone phosphate and D: -glyceraldehyde-3-phosphate. Its catalytic site is at the dimer interface, but the four catalytic residues, Asn11, Lys13, His95 and Glu167, are from the same subunit. Glu167 is the catalytic base. An important feature of the TIM active site is the concerted closure of loop-6 and loop-7 on ligand binding, shielding the catalytic site from bulk solvent. The buried active site stabilises the enediolate intermediate. The catalytic residue Glu167 is at the beginning of loop-6. On closure of loop-6, the Glu167 carboxylate moiety moves approximately 2 Å to the substrate. The dynamic properties of the Glu167 side chain in the enzyme substrate complex are a key feature of the proton shuttling mechanism. Two proton shuttling mechanisms, the classical and the criss-cross mechanism, are responsible for the interconversion of the substrates of this enolising enzyme.
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Affiliation(s)
- R K Wierenga
- Biocenter Oulu and Department of Biochemistry, University of Oulu, P.O. Box 3000, 90014 Oulu, Finland.
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34
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Hou Q, Du L, Gao J, Liu Y, Liu C. QM/MM study on the reaction mechanism of O6-alkylguanine-DNA alkyltransferase. J Phys Chem B 2010; 114:15296-300. [PMID: 21038902 DOI: 10.1021/jp106714m] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
Combined quantum-mechanical/molecular-mechanical (QM/MM) approaches have been applied to investigate the detailed reaction mechanism of human O(6)-alkylguanine-DNA alkyltransferase (AGT). AGT is a direct DNA repair protein that is capable of repairing alkylated DNA by transferring the methyl group to the thiol group of a cysteine residue (Cys145) in the active site in an irreversible and stoichiometric reaction. Our QM/MM calculations reveal that the methyl group transferring step is expected to occur through two steps, in which the methyl carbocation generating step is the rate-determining step with an energy barrier of 14.4 kcal/mol at the QM/MM B3LYP/6-31G(d,p)//CHARMM22 level of theory. It is different from the previous theoretical studies based on QM calculations by using a cluster model in which the methyl group transferring step is a one-step process with a higher energy barrier.
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Affiliation(s)
- Qianqian Hou
- Key Lab of Colloid and Interface Chemistry, Ministry of Education, School of Chemistry and Chemical Engineering, Shandong University, Jinan, Shandong 250100, China
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35
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Riccardi D, Yang S, Cui Q. Proton transfer function of carbonic anhydrase: Insights from QM/MM simulations. BIOCHIMICA ET BIOPHYSICA ACTA 2010; 1804:342-51. [PMID: 19679196 PMCID: PMC6787916 DOI: 10.1016/j.bbapap.2009.07.026] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2009] [Revised: 07/24/2009] [Accepted: 07/29/2009] [Indexed: 10/20/2022]
Abstract
Recent QM/MM analyses of proton transfer function of human carbonic anhydrase II (CAII) are briefly reviewed. The topics include a preliminary analysis of nuclear quadrupole coupling constant calculations for the zinc ion and more detailed analyses of microscopic pK(a) of the zinc-bound water and free energy profile for the proton transfer. From a methodological perspective, our results emphasize that performing sufficient sampling is essential to the calculation of all these quantities, which reflects the well solvated nature of CAII active site. From a mechanistic perspective, our analyses highlight the importance of electrostatics in shaping the energetics and kinetics of proton transfer in CAII for its function. We argue that once the pK(a) for the zinc-bound water is modulated to be in the proper range (approximately 7.0), proton transfer through a relatively well solvated cavity towards/from the protein surface (His64) does not require any major acceleration. Therefore, although structural details like the length of the water wire between the donor and acceptor groups still may make a non-negligible contribution, our computational results and the framework of analysis suggest that the significance of such "fine-tuning" is likely secondary to the modulation of pK(a) of the zinc-bound water. We encourage further experimental analysis with mutation of (charged) residues not in the immediate neighborhood of the zinc ion to quantitatively test this electrostatics based framework; in particular, Phi analysis based on these mutations may shed further light into the relative importance of the classical Grotthus mechanism and the "proton hole" pathway that we have proposed recently for CAII.
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Affiliation(s)
- Demian Riccardi
- Department of Biochemistry, University of Wisconsin, Madison, 1101 University Ave, Madison, WI 53706
| | - Shuo Yang
- Department of Chemistry and Theoretical Chemistry Institute, University of Wisconsin, Madison, 1101 University Ave, Madison, WI 53706
- BACTER Institute, University of Wisconsin, Madison, 433 Babcock Drive, Madison, WI 53706
| | - Qiang Cui
- Department of Chemistry and Theoretical Chemistry Institute, University of Wisconsin, Madison, 1101 University Ave, Madison, WI 53706
- BACTER Institute, University of Wisconsin, Madison, 433 Babcock Drive, Madison, WI 53706
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36
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Ke Z, Wang S, Xie D, Zhang Y. Born-Oppenheimer ab initio QM/MM molecular dynamics simulations of the hydrolysis reaction catalyzed by protein arginine deiminase 4. J Phys Chem B 2009; 113:16705-10. [PMID: 20028143 PMCID: PMC2801900 DOI: 10.1021/jp9080614] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Protein arginine deiminase 4 (PAD4) catalyzes the citrullination of the peptidylarginine via two successive stages: deimination and hydrolysis. Herein, by employing state-of-the-art Born-Oppenheimer ab initio QM/MM molecular dynamics simulations with the umbrella sampling method, we characterized the catalytic mechanism of the hydrolysis reaction: first, the nucleophilic attack of a water molecule to the C(zeta) of the thiouronium intermediate yields a stable tetrahedral intermediate, and then the S-C(zeta) bond breaks to generate the final product, citrulline. Throughout the hydrolysis reaction, His471 and Asp473 play pivotal catalytic roles by first enhancing the nucleophilic ability of the active water through forming shorter and low-barrier hydrogen bonds and then by serving as proton-accepting groups to deprotonate the water molecule, which is consistent with experimental findings. At the transition state, the spontaneous proton transfer among the reactive water, His471 and Asp473 have been observed. The determined overall free energy barrier for this hydrolysis stage is 16.5 kcal x mol(-1), which is lower than the barrier of 20.9 kcal x mol(-1) for the deimination stage determined previously with the same computational approach [J. Phys. Chem. B 2009, 113, 12750-12758]. Thus, the rate-determining step of the PAD4-catalyzed citrullination is the first step of the deimination. Our current work further demonstrates the strength and applicability of the ab initio QM/MM MD approach in simulating enzyme reactions.
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Affiliation(s)
- Zhihong Ke
- Institute of Theoretical and Computational Chemistry, Key Laboratory of Mesoscopic Chemistry, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210093, China
- Department of Chemistry, New York University, New York, NY 10003
| | - Shenglong Wang
- Department of Chemistry, New York University, New York, NY 10003
| | - Daiqian Xie
- Institute of Theoretical and Computational Chemistry, Key Laboratory of Mesoscopic Chemistry, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210093, China
| | - Yingkai Zhang
- Department of Chemistry, New York University, New York, NY 10003
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37
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Zheng H, Wang S, Zhang Y. Increasing the time step with mass scaling in Born-Oppenheimer ab initio QM/MM molecular dynamics simulations. J Comput Chem 2009; 30:2706-11. [PMID: 19399770 PMCID: PMC2773245 DOI: 10.1002/jcc.21296] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Born-Oppenheimer ab initio QM/MM molecular dynamics simulation with umbrella sampling is a state-of-the-art approach to calculate free energy profiles of chemical reactions in complex systems. To further improve its computational efficiency, a mass-scaling method with the increased time step in MD simulations has been explored and tested. It is found that by increasing the hydrogen mass to 10 amu, a time step of 3 fs can be employed in ab initio QM/MM MD simulations. In all our three test cases, including two solution reactions and one enzyme reaction, the resulted reaction free energy profiles with 3 fs time step and mass scaling are found to be in excellent agreement with the corresponding simulation results using 1 fs time step and the normal mass. These results indicate that for Born-Oppenheimer ab initio QM/MM molecular dynamics simulations with umbrella sampling, the mass-scaling method can significantly reduce its computational cost while has little effect on the calculated free energy profiles.
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Affiliation(s)
- Han Zheng
- Department of Chemistry, New York University, New York, New York 10003, USA
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38
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Ke Z, Zhou Y, Hu P, Wang S, Xie D, Zhang Y. Active site cysteine is protonated in the PAD4 Michaelis complex: evidence from Born-Oppenheimer ab initio QM/MM molecular dynamics simulations. J Phys Chem B 2009; 113:12750-8. [PMID: 19507815 DOI: 10.1021/jp903173c] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
The protein arginine deiminase 4 (PAD4) catalyzes the citrullination of the peptidylarginine and plays a critical role in rheumatoid arthritis (RA) and gene regulation. Understanding its catalytic mechanism is not only of fundamental importance but also of significant medical interest for the rational design of new inhibitors. By employing on-the-fly Born-Oppenheimer ab initio QM/MM molecular dynamics simulations, we have demonstrated that it is unlikely for the active site cysteine and histidine to exist as a thiolate-imidazolium ion pair in the PAD4 Michaelis reactant complex. Instead, a substrate-assisted proton transfer mechanism for the deimination reaction step has been characterized: both Cys645 and His471 in the PAD4 active site are neutral prior to the reaction; the deprotonation of Cys645 by the substrate arginine occurs in concert with the nucleophilic addition of the Cys thiolate to Czeta of the substrate, and leads to a covalent tetrahedral intermediate; then, the Czeta-Neta1 bond cleaves and the resulted ammonia is displaced by a solvent water molecule. The initial deprotonation and nucleophilic attack step is found to be rate-determining. The computed free energy barrier with B3LYP(6-31G*) QM/MM MD simulations and umbrella sampling is 20.9 kcal.mol(-1), consistent with the experimental kinetic data. During the deimination, His471 plays an important role in stabilizing the transition state through the formation of the hydrogen bond with the guanidinium group. Our current studies further demonstrated the viability and strength of the ab initio QM/MM molecular dynamics approach in simulating enzyme reactions.
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Affiliation(s)
- Zhihong Ke
- Department of Chemistry, New York University, New York, New York 10003, USA
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39
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Banerjee M, Balaram H, Balaram P. Structural effects of a dimer interface mutation on catalytic activity of triosephosphate isomerase. The role of conserved residues and complementary mutations. FEBS J 2009; 276:4169-83. [PMID: 19583769 DOI: 10.1111/j.1742-4658.2009.07126.x] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The active site of triosephosphate isomerase (TIM, EC: 5.3.1.1), a dimeric enzyme, lies very close to the subunit interface. Attempts to engineer monomeric enzymes have yielded well-folded proteins with dramatically reduced activity. The role of dimer interface residues in the stability and activity of the Plasmodium falciparum enzyme, PfTIM, has been probed by analysis of mutational effects at residue 74. The PfTIM triple mutant W11F/W168F/Y74W (Y74W*) has been shown to dissociate at low protein concentrations, and exhibits considerably reduced stability in the presence of denaturants, urea and guanidinium chloride. The Y74W* mutant exhibits concentration-dependent activity, with an approximately 22-fold enhancement of k(cat) over a concentration range of 2.5-40 microM, suggesting that dimerization is obligatory for enzyme activity. The Y74W* mutant shows an approximately 20-fold reduction in activity compared to the control enzyme (PfTIM WT*, W11F/W168F). Careful inspection of the available crystal structures of the enzyme, together with 412 unique protein sequences, revealed the importance of conserved residues in the vicinity of the active site that serve to position the functional K12 residue. The network of key interactions spans the interacting subunits. The Y74W* mutation can perturb orientations of the active site residues, due to steric clashes with proximal aromatic residues in PfTIM. The available crystal structures of the enzyme from Giardia lamblia, which contains a Trp residue at the structurally equivalent position, establishes the need for complementary mutations and maintenance of weak interactions in order to accommodate the bulky side chain and preserve active site integrity.
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Affiliation(s)
- Mousumi Banerjee
- Molecular Biophysics Unit, Indian Institute of Science, Bangalore, India
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40
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Wang L, Broyde S, Zhang Y. Polymerase-tailored variations in the water-mediated and substrate-assisted mechanism for nucleotidyl transfer: insights from a study of T7 DNA polymerase. J Mol Biol 2009; 389:787-96. [PMID: 19389406 DOI: 10.1016/j.jmb.2009.04.029] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2009] [Revised: 04/13/2009] [Accepted: 04/15/2009] [Indexed: 01/06/2023]
Abstract
The nucleotidyl transfer reaction catalyzed by DNA polymerases is the critical step governing the accurate transfer of genetic information during DNA replication, and its malfunctioning can cause mutations leading to human diseases, including cancer. Here, utilizing ab initio quantum mechanical/molecular mechanical calculations with free-energy perturbation, we carried out an extensive investigation of the nucleotidyl transfer reaction mechanism in the well-characterized high-fidelity replicative DNA polymerase from phage T7. Our defined mechanism entails an initial concerted deprotonation of a conserved crystal water molecule with protonation of the gamma-phosphate of the deoxynucleotide triphosphate(dNTP) via a solvent water molecule, and then the proton on the primer 3'-terminus is transferred to the resulting hydroxide ion. Subsequently, the nucleophilic attack takes place, with the formation of a metastable pentacovalent phosphorane intermediate. Finally, the pyrophosphate leaves, facilitated by the relay of the proton on the gamma-phosphate to the alpha-beta bridging oxygen via solvent water. The computed activation free-energy barrier is consistent with kinetic data for the chemistry step with correct nucleotide incorporation in T7 DNA polymerase. This variant of the water-mediated and substrate-assisted mechanism has features tailored to the structure of the T7 DNA polymerase. However, a unifying theme in the water-mediated and substrate-assisted mechanism is the cycling through crystal and solvent water molecules of the proton originating from the primer 3'-terminus to the alpha-beta bridging oxygen of the deoxynucleotide triphosphate; this neutralizes the evolving negative charge as pyrophosphate leaves and restores the polymerase to its pre-chemistry state. These unifying features are likely requisite elements for nucleotidyl transfer reactions.
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Affiliation(s)
- Lihua Wang
- Biology Department, New York University, New York, NY 10003, USA
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41
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Berteotti A, Cavalli A, Branduardi D, Gervasio FL, Recanatini M, Parrinello M. Protein conformational transitions: the closure mechanism of a kinase explored by atomistic simulations. J Am Chem Soc 2009; 131:244-50. [PMID: 19067513 DOI: 10.1021/ja806846q] [Citation(s) in RCA: 115] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Kinase large-scale conformational rearrangement is an issue of enormous biological and pharmacological relevance. Atomistic simulations able to capture the dynamics and the energetics of kinase large-scale motions are still in their infancy. Here, we present a computational study in which the atomistic dynamics of the "open-to-closed" movement of the cyclin-dependent kinase 5 (CDK5) have been simulated. Simulations were carried out using a new sampling method that is able to find the lowest free-energy channel between an initial state and a final state. This large-scale movement has a two-step mechanism: first, the alphaC-helix rotates by approximately 45 degrees , allowing the interaction between Glu51 and Arg149; then the CDK5 activation loop refolds to assume the closed conformation. We have also estimated the free-energy profile associated with the global motion and identified a CDK5 intermediate, which could be exploited for drug-design purposes. Our new sampling method turned out to be well-suited for investigating at an atomistic level the energetics and dynamics of kinase large-scale conformational motions.
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Affiliation(s)
- Anna Berteotti
- Scuola Normale Superiore, Piazza dei Cavalieri, I-56126 Pisa, Italy
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42
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Hu P, Wang S, Zhang Y. Highly dissociative and concerted mechanism for the nicotinamide cleavage reaction in Sir2Tm enzyme suggested by ab initio QM/MM molecular dynamics simulations. J Am Chem Soc 2008; 130:16721-8. [PMID: 19049465 PMCID: PMC2627508 DOI: 10.1021/ja807269j] [Citation(s) in RCA: 70] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Sir2 enzymes catalyze the NAD+-dependent protein deacetylation and play critical roles in epigenetics, cell death, and lifespan regulation. In spite of a current flurry of experimental studies, the catalytic mechanism for this unique and important class of enzymes remains elusive. Employing on-the-fly Born-Oppenheimer molecular dynamics simulations with the B3LYP/6-31G(d) QM/MM potential and the umbrella sampling method, we have characterized the initial step of the Sir2Tm-catalyzed reaction, which is also the most controversial portion of its mechanism. Our results indicate that the nicotinamide cleavage reaction employs a highly dissociative and concerted displacement mechanism: the cleavage of the glycosidic bond is facilitated by the nucleophilic participation of the acetyl-lysine, and the dissociative transition state has a significant oxocarbenium ion character. During this step of the reaction, the Sir2Tm enzyme strongly stabilizes the covalent O-alkylamidate intermediate whereas its effect on the transition state is quite minimal. In addition, functional roles of key residues and motifs have been elucidated. This work further demonstrates the feasibility and applicability of the state-of-the-art ab initio QM/MM molecular dynamics approach in simulating enzyme reactions.
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Affiliation(s)
- Po Hu
- Department of Chemistry, New York University, New York, New York 10003, USA
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43
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Yang Y, Yu H, Cui Q. Extensive conformational transitions are required to turn on ATP hydrolysis in myosin. J Mol Biol 2008; 381:1407-20. [PMID: 18619975 PMCID: PMC2756066 DOI: 10.1016/j.jmb.2008.06.071] [Citation(s) in RCA: 66] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2008] [Revised: 05/28/2008] [Accepted: 06/24/2008] [Indexed: 11/17/2022]
Abstract
Conventional myosin is representative of biomolecular motors in which the hydrolysis of adenosine triphosphate (ATP) is coupled to large-scale structural transitions both in and remote from the active site. The mechanism that underlies such "mechanochemical coupling," especially the causal relationship between hydrolysis and allosteric structural changes, has remained elusive despite extensive experimental and computational analyses. In this study, using combined quantum mechanical and molecular mechanical simulations and different conformations of the myosin motor domain, we provide evidence to support that regulation of ATP hydrolysis activity is not limited to residues in the immediate environment of the phosphate. Specifically, we illustrate that efficient hydrolysis of ATP depends not only on the proper orientation of the lytic water but also on the structural stability of several nearby residues, especially the Arg238-Glu459 salt bridge (the numbering of residues follows myosin II in Dictyostelium discoideum) and the water molecule that spans this salt bridge and the lytic water. More importantly, by comparing the hydrolysis activities in two motor conformations with very similar active-site (i.e., Switches I and II) configurations, which distinguished this work from our previous study, the results clearly indicate that the ability of these residues to perform crucial electrostatic stabilization relies on the configuration of residues in the nearby N-terminus of the relay helix and the "wedge loop." Without the structural support from those motifs, residues in a closed active site in the post-rigor motor domain undergo subtle structural variations that lead to consistently higher calculated ATP hydrolysis barriers than in the pre-powerstroke state. In other words, starting from the post-rigor state, turning on the ATPase activity requires not only displacement of Switch II to close the active site but also structural transitions in the N-terminus of the relay helix and the "wedge loop," which have been proposed previously to be ultimately coupled to the rotation of the converter subdomain 40 A away.
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Affiliation(s)
- Yang Yang
- Department of Chemistry and Theoretical Chemistry Institute, University of Wisconsin, Madison, 1101 University Avenue, Madison, WI 53706
| | - Haibo Yu
- Department of Chemistry and Theoretical Chemistry Institute, University of Wisconsin, Madison, 1101 University Avenue, Madison, WI 53706
| | - Qiang Cui
- Department of Chemistry and Theoretical Chemistry Institute, University of Wisconsin, Madison, 1101 University Avenue, Madison, WI 53706
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44
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Wu R, Cao Z. QM/MM study of catalytic methyl transfer by the N5-glutamine SAM-dependent methyltransferase and its inhibition by the nitrogen analogue of coenzyme. J Comput Chem 2008; 29:350-7. [PMID: 17591721 DOI: 10.1002/jcc.20793] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
The combined density functional quantum mechanical/molecular mechanical (QM/MM) approach has been used to investigate methyl-transfer reactions catalyzed by the N(5)-glutamine S-adenosyl-L-methionine (SAM)-dependent methyltransferase (HemK) and the coenzyme-modified HemK with the replacement of SAM by a nitrogen analogue. Calculations reveal that the catalytic methyl transfer by HemK is an energy-favored process with an activation barrier of 15.7 kcal/mol and an exothermicity of 12.0 kcal/mol, while the coenzyme-modified HemK is unable to catalyze the methyl transfer because of a substantial barrier of 20.6 kcal/mol and instability of the product intermediate. The results lend support to the experimental proposal that the nitrogen analogue of the SAM coenzyme should be a practicable inhibitor for the catalytic methyl transfer by HemK. Comparative QM/MM calculations show that the protein environment, especially the residues Asn197 and Pro198 in the active site, plays a pivotal role in stabilizing the transition state and regulating the positioning of reactive groups.
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Affiliation(s)
- Ruibo Wu
- Department of Chemistry and State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University, Xiamen 361005, China
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45
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Hu P, Wang S, Zhang Y. How do SET-domain protein lysine methyltransferases achieve the methylation state specificity? Revisited by Ab initio QM/MM molecular dynamics simulations. J Am Chem Soc 2008; 130:3806-13. [PMID: 18311969 DOI: 10.1021/ja075896n] [Citation(s) in RCA: 78] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
A distinct protein lysine methyltransferase (PKMT) only transfers a certain number of methyl group(s) to its target lysine residue in spite of the fact that a lysine residue can be either mono-, di-, or tri-methylated. In order to elucidate how such a remarkable product specificity is achieved, we have carried out ab initio quantum mechanical/molecular mechanical (QM/MM) molecular dynamics simulations on two SET-domain PKMTs: SET7/9 and Rubisco large subunit methyltransferase (LSMT). The results indicate that the methylation state specificity is mainly controlled by the methyl-transfer reaction step, and confirm that SET7/9 is a mono-methyltransferase while LSMT has both mono-and di-methylation activities. It is found that the binding of the methylated lysine substrate in the active site of SET7/ 9 opens up the cofactor AdoMet binding channel so that solvent water molecules get access to the active site. This disrupts the catalytic machinery of SET7/9 for the di-methylation reaction, which leads to a higher activation barrier, whereas for the LSMT, its active site is more spacious than that of SET7/9, so that the methylated lysine substrate can be accommodated without interfering with its catalytic power. These detailed insights take account of protein dynamics and are consistent with available experimental results as well as recent theoretical findings regarding the catalytic power of SET7/9.
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Affiliation(s)
- Po Hu
- Department of Chemistry, New York University, New York, New York 10003, USA
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46
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Henzler-Wildman KA, Thai V, Lei M, Ott M, Wolf-Watz M, Fenn T, Pozharski E, Wilson MA, Petsko GA, Karplus M, Hübner CG, Kern D. Intrinsic motions along an enzymatic reaction trajectory. Nature 2007; 450:838-44. [PMID: 18026086 DOI: 10.1038/nature06410] [Citation(s) in RCA: 696] [Impact Index Per Article: 40.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2007] [Accepted: 10/26/2007] [Indexed: 01/01/2023]
Abstract
The mechanisms by which enzymes achieve extraordinary rate acceleration and specificity have long been of key interest in biochemistry. It is generally recognized that substrate binding coupled to conformational changes of the substrate-enzyme complex aligns the reactive groups in an optimal environment for efficient chemistry. Although chemical mechanisms have been elucidated for many enzymes, the question of how enzymes achieve the catalytically competent state has only recently become approachable by experiment and computation. Here we show crystallographic evidence for conformational substates along the trajectory towards the catalytically competent 'closed' state in the ligand-free form of the enzyme adenylate kinase. Molecular dynamics simulations indicate that these partially closed conformations are sampled in nanoseconds, whereas nuclear magnetic resonance and single-molecule fluorescence resonance energy transfer reveal rare sampling of a fully closed conformation occurring on the microsecond-to-millisecond timescale. Thus, the larger-scale motions in substrate-free adenylate kinase are not random, but preferentially follow the pathways that create the configuration capable of proficient chemistry. Such preferred directionality, encoded in the fold, may contribute to catalysis in many enzymes.
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Affiliation(s)
- Katherine A Henzler-Wildman
- Department of Biochemistry and Howard Hughes Medical Institute, Brandeis University, Waltham, Massachusetts 02454, USA
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47
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Xiao C, Zhang Y. Design-atom approach for the quantum mechanical/molecular mechanical covalent boundary: a design-carbon atom with five valence electrons. J Chem Phys 2007; 127:124102. [PMID: 17902888 PMCID: PMC2773247 DOI: 10.1063/1.2774980] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
A critical issue underlying the accuracy and applicability of the combined quantum mechanical/molecular mechanical (QM/MM) methods is how to describe the QM/MM boundary across covalent bonds. Inspired by the ab initio pseudopotential theory, here we introduce a novel design atom approach for a more fundamental and transparent treatment of this QM/MM covalent boundary problem. The main idea is to replace the boundary atom of the active part with a design atom, which has a different number of valence electrons but very similar atomic properties. By modifying the Troullier-Martins scheme, which has been widely employed to construct norm-conserving pseudopotentials for density functional calculations, we have successfully developed a design-carbon atom with five valence electrons. Tests on a series of molecules yield very good structural and energetic results and indicate its transferability in describing a variety of chemical bonds, including double and triple bonds.
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Affiliation(s)
- Chuanyun Xiao
- Department of Chemistry, New York University, New York, New York 10003, USA
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48
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König PH, Hoffmann M, Frauenheim T, Cui Q. A critical evaluation of different QM/MM frontier treatments with SCC-DFTB as the QM method. J Phys Chem B 2007; 109:9082-95. [PMID: 16852081 DOI: 10.1021/jp0442347] [Citation(s) in RCA: 135] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The performance of different link atom based frontier treatments in QM/MM simulations was evaluated critically with SCC-DFTB as the QM method. In addition to the analysis of gas-phase molecules as in previous studies, an important element of the present work is that chemical reactions in realistic enzyme systems were also examined. The schemes tested include all options available in the program CHARMM for SCC-DFTB/MM simulation, which treat electrostatic interactions due to the MM atoms close to the QM/MM boundary in different ways. In addition, a new approach, the divided frontier charge (DIV), has been implemented in which the partial charge associated with the frontier MM atom ("link host") is evenly distributed to the other MM atoms in the same group. The performance of these schemes was evaluated based on properties including proton affinities, deprotonation energies, dipole moments, and energetics of proton transfer reactions. Similar to previous work, it was found that calculated proton affinities and deprotonation energies of alcohols, carbonic acids, amino acids, and model DNA bases are very sensitive to the link atom scheme; the commonly used single link atom approach often gives error on the order of 15 to 20 kcal/mol. Other schemes give better and, on average, mutually comparable results. For proton transfer reactions, encouragingly, both activation barriers and reaction energies are fairly insensitive (within a typical range of 2-4 kcal/mol) to the link atom scheme due to error cancellation, and this was observed for both gas-phase and enzyme systems. Therefore, the effect of using different link atom schemes in QM/MM simulations is rather small for chemical reactions that conserve the total charge. Although the current study used an approximate DFT method as the QM level, the observed trends are expected to be applicable to QM/MM methods with use of other QM approaches. This observation does not mean to encourage QM/MM simulations without careful benchmark in the study of specific systems, rather it emphasizes that other technical details, such as the treatment of long-range electrostatics, tend to play a more important role and need to be handled carefully.
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Affiliation(s)
- P H König
- Theoretische Physik, Universität Paderborn, Warburger Strasse 100, 33098 Paderborn, Germany
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49
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Yao L, Cukier RI, Yan H. Catalytic mechanism of guanine deaminase: an ONIOM and molecular dynamics study. J Phys Chem B 2007; 111:4200-10. [PMID: 17394305 DOI: 10.1021/jp0673056] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The catalytic mechanism of Bacillus subtilis guanine deaminase (bGD), a Zn metalloenzyme, has been investigated by a combination of quantum mechanical calculations using the multilayered ONIOM method and molecular dynamics simulations. In contrast to a previously proposed catalytic mechanism, which requires the bound guanine to assume a rare tautomeric state, the ONIOM calculations showed that the active-site residues of the enzyme do not affect the tautomeric state of guanine, and consequently the bound guanine is a tautomer that is the most abundant in aqueous solution. Two residues, Glutamate 55 and Aspartate 114, were found to play important roles in proton shuttling in the reaction. The proposed reaction path is initiated by proton transfer from a Zn-bound water to protonate Asp114. This process may be quite complex and rather dynamic in nature, as revealed by the molecular dynamics (MD) simulations, whereby another water may bridge the Zn-bound water and Asp114, which then is eliminated by positioning of guanine in the active site. The binding of guanine stabilizes protonated Asp114 by hydrogen bond formation. Asp114 can then transfer its proton to the N3 of the bound guanine, facilitating the nucleophilic attack on C2 of the guanine by the Zn-bound hydroxide to form a tetrahedral intermediate. This occurs with a rather low barrier. Glu55 then transfers a proton from the Zn-hydroxide to the amino group of the reaction intermediate and, at this point, the C2-N2 bond has lengthened by 0.2 A compared to guanine, making C2-N2 bond cleavage more facile. The C2-N2 bond breaks forming ammonia, with an energy barrier of approximately 8.8 kcal/mol. Ammonia leaves the active site, and xanthine is freed by the cleavage of the Zn-O2 bond, with a barrier approximately 8.4 kcal/mol. Along this reaction path, the highest barrier comes from C2-N2 bond cleavage, while the barrier from the cleavage of the Zn-O2 bond is slightly smaller. The Zn-O2 bond can be broken without the assistance of water during the release of xanthine.
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Affiliation(s)
- Lishan Yao
- Department of Chemistry, Michigan State University, East Lansing, Michigan 48824, USA
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Wang L, Yu X, Hu P, Broyde S, Zhang Y. A water-mediated and substrate-assisted catalytic mechanism for Sulfolobus solfataricus DNA polymerase IV. J Am Chem Soc 2007; 129:4731-7. [PMID: 17375926 PMCID: PMC2519035 DOI: 10.1021/ja068821c] [Citation(s) in RCA: 111] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
DNA polymerases are enzymes responsible for the synthesis of DNA from nucleotides. Understanding their molecular fundamentals is a prerequisite for elucidating their aberrant activities in diseases such as cancer. Here we have carried out ab initio quantum mechanical/molecular mechanical (QM/MM) studies on the nucleotidyl-transfer reaction catalyzed by the lesion-bypass DNA polymerase IV (Dpo4) from Sulfolobus solfataricus, with template guanine and Watson-Crick paired dCTP as the nascent base pair. The results suggested a novel water-mediated and substrate-assisted (WMSA) mechanism: the initial proton transfer to the alpha-phosphate of the substrate via a bridging crystal water molecule is the rate-limiting step, the nucleotidyl-transfer step is associative with a metastable pentacovalent phosphorane intermediate, and the pyrophosphate leaving is facilitated by a highly coordinated proton relay mechanism through mediation of water which neutralizes the evolving negative charge. The conserved carboxylates, which retain their liganding to the two Mg2+ ions during the reaction process, are found to be essential in stabilizing transition states. This WMSA mechanism takes specific advantage of the unique structural features of this low-fidelity lesion-bypass Y-family polymerase, which has a more spacious and solvent-exposed active site than replicative and repair polymerases.
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Affiliation(s)
- Lihua Wang
- Department of Biology, New York University, New York, NY 10003
| | - Xinyun Yu
- Department of Biology, New York University, New York, NY 10003
| | - Po Hu
- Department of Chemistry, New York University, New York, NY 10003
| | - Suse Broyde
- Department of Biology, New York University, New York, NY 10003
| | - Yingkai Zhang
- Department of Chemistry, New York University, New York, NY 10003
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