Computational Investigation of a Series of Small Molecules as Potential Compounds for Lysyl Hydroxylase-2 (LH2) Inhibition

The catalytic function of lysyl hydroxylase-2 (LH2), a member of the Fe(II)/αKG-dependent oxygenase superfamily, is to catalyze the hydroxylation of lysine to hydroxylysine in collagen, resulting in stable hydroxylysine aldehyde-derived collagen cross-links (HLCCs). Reports show that high amounts of LH2 lead to the accumulation of HLCCs, causing fibrosis and specific types of cancer metastasis. Some members of the Fe(II)/αKG-dependent family have also been reported to have intramolecular O2 tunnels, which aid in transporting one of the required cosubstrates into the active site. While LH2 can be a promising target to combat these diseases, efficacious inhibitors are still lacking. We have used computational simulations to investigate a series of 44 small molecules as lead compounds for LH2 inhibition. Tunneling analyses indicate the existence of several intramolecular tunnels. The lengths of the calculated O2-transporting tunnels in holoenzymes are relatively longer than those in the apoenzyme, suggesting that the ligands may affect the enzyme's structure and possibly block (at least partially) the tunnels. The sequence alignment analysis between LH enzymes from different organisms shows that all of the amino acid residues with the highest occurrence rate in the oxygen tunnels are conserved. Our results suggest that the enolate form of diketone compounds establishes stronger interactions with the Fe(II) in the active site. Branching the enolate compounds with functional groups such as phenyl and pyridinyl enhances the interaction with various residues around the active site. Our results provide information about possible leads for further LH2 inhibition design and development.

[1]  Stefano A. Serapian,et al.  A Fe2+-dependent self-inhibited state influences the druggability of human collagen lysyl hydroxylase (LH/PLOD) enzymes , 2022, Frontiers in Molecular Biosciences.

[2]  C. Christov,et al.  Catalytic Mechanism of Human Ten-Eleven Translocation-2 (TET2) Enzyme: Effects of Conformational Changes, Electric Field, and Mutations , 2021 .

[3]  Peter B. McGarvey,et al.  UniProt: the universal protein knowledgebase in 2021 , 2020, Nucleic Acids Res..

[4]  S. Wetmore,et al.  Insights into the Direct Oxidative Repair of Etheno Lesions: MD and QM/MM Study on the Substrate Scope of ALKBH2 and AlkB. , 2020, DNA repair.

[5]  H. S. Fernandes,et al.  Modelling Enzymatic Mechanisms with QM/MM Approaches: Current Status and Future Challenges , 2020 .

[6]  C. Cappelli,et al.  Electronic transitions for a fully polarizable QM/MM approach based on fluctuating charges and fluctuating dipoles: Linear and corrected linear response regimes. , 2019, The Journal of chemical physics.

[7]  H. Gökcan,et al.  LICHEM 1.1: Recent Improvements and New Capabilities. , 2019, Journal of chemical theory and computation.

[8]  C. Cappelli,et al.  Polarizable QM/MM Approach with Fluctuating Charges and Fluctuating Dipoles: The QM/FQFμ Model. , 2019, Journal of chemical theory and computation.

[9]  John R Veloria,et al.  Development of a High-Throughput Lysyl Hydroxylase (LH) Assay and Identification of Small-Molecule Inhibitors against LH2 , 2018, SLAS discovery : advancing life sciences R & D.

[10]  Cleydson B. R. Santos,et al.  Studies of NMR, molecular docking, and molecular dynamics simulation of new promising inhibitors of cruzaine from the parasite Trypanosoma cruzi , 2018, Medicinal Chemistry Research.

[11]  G. Cisneros,et al.  Selectivity and Promiscuity in TET-Mediated Oxidation of 5-Methylcytosine in DNA and RNA. , 2018, Biochemistry.

[12]  G. Cisneros,et al.  Polarizable ab initio QM/MM Study of the Reaction Mechanism of N-tert-Butyloxycarbonylation of Aniline in [EMIm][BF4] , 2018, Molecules.

[13]  Jean-Philip Piquemal,et al.  Tinker 8: Software Tools for Molecular Design. , 2018, Journal of chemical theory and computation.

[14]  V. Olieric,et al.  Molecular architecture of the multifunctional collagen lysyl hydroxylase and glycosyltransferase LH3 , 2018, Nature Communications.

[15]  Torsten Schwede,et al.  SWISS-MODEL: homology modelling of protein structures and complexes , 2018, Nucleic Acids Res..

[16]  Jan Stourac,et al.  CAVER Analyst 2.0: analysis and visualization of channels and tunnels in protein structures and molecular dynamics trajectories , 2018, Bioinform..

[17]  Dennis R. Salahub,et al.  Multiscale modeling of enzymes: QM‐cluster, QM/MM, and QM/MM/MD: A tutorial review , 2018 .

[18]  Muhammad A. Hagras,et al.  Polarizable Embedding for Excited-State Reactions: Dynamically Weighted Polarizable QM/MM. , 2018, Journal of chemical theory and computation.

[19]  Jean-Philip Piquemal,et al.  AMOEBA Polarizable Atomic Multipole Force Field for Nucleic Acids. , 2018, Journal of chemical theory and computation.

[20]  Amedeo Caflisch,et al.  Protein structure-based drug design: from docking to molecular dynamics. , 2018, Current opinion in structural biology.

[21]  Zhi Wang,et al.  Tinker‐OpenMM: Absolute and relative alchemical free energies using AMOEBA on GPUs , 2017, J. Comput. Chem..

[22]  Jiahui Chen,et al.  Improvements to the APBS biomolecular solvation software suite , 2017, Protein science : a publication of the Protein Society.

[23]  G. Phillips,et al.  A scalable lysyl hydroxylase 2 expression system and luciferase-based enzymatic activity assay. , 2017, Archives of biochemistry and biophysics.

[24]  Robert Podolsky,et al.  ALKBH7 Variant Related to Prostate Cancer Exhibits Altered Substrate Binding , 2017, PLoS Comput. Biol..

[25]  B. Garcia,et al.  Mutations along a TET2 active site scaffold stall oxidation at 5-hydroxymethylcytosine. , 2017, Nature chemical biology.

[26]  Robert E Duke,et al.  Long-range electrostatic corrections in multipolar/polarizable QM/MM simulations , 2016, Theoretical Chemistry Accounts.

[27]  Jean-Philip Piquemal,et al.  LICHEM: A QM/MM program for simulations with multipolar and polarizable force fields , 2016, J. Comput. Chem..

[28]  Shina Caroline Lynn Kamerlin,et al.  Recent advances in QM/MM free energy calculations using reference potentials☆ , 2015, Biochimica et biophysica acta.

[29]  U. Rothlisberger,et al.  Mixed Quantum Mechanical/Molecular Mechanical Molecular Dynamics Simulations of Biological Systems in Ground and Electronically Excited States. , 2015, Chemical reviews.

[30]  A. Caflisch,et al.  Molecular dynamics in drug design. , 2015, European journal of medicinal chemistry.

[31]  R. Hausinger,et al.  Homology modeling, molecular dynamics, and site-directed mutagenesis study of AlkB human homolog 1 (ALKBH1). , 2014, Journal of molecular graphics & modelling.

[32]  Jean-Philip Piquemal,et al.  Toward a Deeper Understanding of Enzyme Reactions Using the Coupled ELF/NCI Analysis: Application to DNA Repair Enzymes. , 2013, Journal of chemical theory and computation.

[33]  M. W. van der Kamp,et al.  Combined quantum mechanics/molecular mechanics (QM/MM) methods in computational enzymology. , 2013, Biochemistry.

[34]  Walter Thiel,et al.  Solvent Boundary Potentials for Hybrid QM/MM Computations Using Classical Drude Oscillators: A Fully Polarizable Model. , 2012, Journal of chemical theory and computation.

[35]  Antonín Pavelka,et al.  CAVER 3.0: A Tool for the Analysis of Transport Pathways in Dynamic Protein Structures , 2012, PLoS Comput. Biol..

[36]  Gilles H. Peslherbe,et al.  Effective simulations of gas diffusion through kinetically accessible tunnels in multisubunit proteins: O2 pathways and escape routes in T-state deoxyhemoglobin. , 2012, Journal of the American Chemical Society.

[37]  M. Yamauchi,et al.  Lysine post-translational modifications of collagen. , 2012, Essays in biochemistry.

[38]  H. Nakano,et al.  Variational calculation of quantum mechanical/molecular mechanical free energy with electronic polarization of solvent. , 2012, The Journal of chemical physics.

[39]  Pengyu Ren,et al.  Automation of AMOEBA polarizable force field parameterization for small molecules , 2012, Theoretical Chemistry Accounts.

[40]  Tian Lu,et al.  Multiwfn: A multifunctional wavefunction analyzer , 2012, J. Comput. Chem..

[41]  G. de Fabritiis,et al.  Complete reconstruction of an enzyme-inhibitor binding process by molecular dynamics simulations , 2011, Proceedings of the National Academy of Sciences.

[42]  Ioannis Xenarios,et al.  T-Coffee: a web server for the multiple sequence alignment of protein and RNA sequences using structural information and homology extension , 2011, Nucleic Acids Res..

[43]  Jan H. Jensen,et al.  PROPKA3: Consistent Treatment of Internal and Surface Residues in Empirical pKa Predictions. , 2011, Journal of chemical theory and computation.

[44]  S. Adachi,et al.  ‘It's hollow’: the function of pores within myoglobin , 2010, Journal of Experimental Biology.

[45]  L. Slipchenko,et al.  Solvation of the excited states of chromophores in polarizable environment: orbital relaxation versus polarization. , 2010, The journal of physical chemistry. A.

[46]  Julia Contreras-García,et al.  Revealing noncovalent interactions. , 2010, Journal of the American Chemical Society.

[47]  R. Elber Ligand diffusion in globins: simulations versus experiment. , 2010, Current opinion in structural biology.

[48]  R. Dror,et al.  Improved side-chain torsion potentials for the Amber ff99SB protein force field , 2010, Proteins.

[49]  Margaret E. Johnson,et al.  Current status of the AMOEBA polarizable force field. , 2010, The journal of physical chemistry. B.

[50]  J. Hunt,et al.  Enzymological and structural studies of the mechanism of promiscuous substrate recognition by the oxidative DNA repair enzyme AlkB , 2009, Proceedings of the National Academy of Sciences.

[51]  Alexander D. MacKerell,et al.  CHARMM general force field: A force field for drug‐like molecules compatible with the CHARMM all‐atom additive biological force fields , 2009, J. Comput. Chem..

[52]  Walter Thiel,et al.  QM/MM methods for biomolecular systems. , 2009, Angewandte Chemie.

[53]  M. Parrinello,et al.  Isothermal-isobaric molecular dynamics using stochastic velocity rescaling. , 2009, The Journal of chemical physics.

[54]  M. Head‐Gordon,et al.  Long-range corrected hybrid density functionals with damped atom-atom dispersion corrections. , 2008, Physical chemistry chemical physics : PCCP.

[55]  T. Prangé,et al.  Oxygen pressurized X-ray crystallography: probing the dioxygen binding site in cofactorless urate oxidase and implications for its catalytic mechanism. , 2008, Biophysical journal.

[56]  Jory Z. Ruscio,et al.  Atomic level computational identification of ligand migration pathways between solvent and binding site in myoglobin , 2008, Proceedings of the National Academy of Sciences.

[57]  Christopher J. R. Illingworth,et al.  The effect of MM polarization on the QM/MM transition state stabilization: application to chorismate mutase , 2008 .

[58]  Christopher J Schofield,et al.  Expanding chemical biology of 2-oxoglutarate oxygenases. , 2008, Nature chemical biology.

[59]  M. Head‐Gordon,et al.  Systematic optimization of long-range corrected hybrid density functionals. , 2008, The Journal of chemical physics.

[60]  Timothy J. Giese,et al.  Charge-dependent model for many-body polarization, exchange, and dispersion interactions in hybrid quantum mechanical/molecular mechanical calculations. , 2007, The Journal of chemical physics.

[61]  J. Myllyharju,et al.  Lysyl hydroxylase 2 is a specific telopeptide hydroxylase, while all three isoenzymes hydroxylate collagenous sequences. , 2007, Matrix biology : journal of the International Society for Matrix Biology.

[62]  C. Schofield,et al.  The most versatile of all reactive intermediates? , 2007, Nature chemical biology.

[63]  D. Truhlar,et al.  QM/MM: what have we learned, where are we, and where do we go from here? , 2007 .

[64]  Annia Galano,et al.  A new approach to counterpoise correction to BSSE , 2006, J. Comput. Chem..

[65]  Fabrice Armougom,et al.  Expresso: automatic incorporation of structural information in multiple sequence alignments using 3D-Coffee , 2006, Nucleic Acids Res..

[66]  J. Koča,et al.  CAVER: a new tool to explore routes from protein clefts, pockets and cavities , 2006, BMC Bioinformatics.

[67]  R. Hausinger,et al.  An assay for Fe(II)/2-oxoglutarate-dependent dioxygenases by enzyme-coupled detection of succinate formation. , 2006, Analytical biochemistry.

[68]  P. Weber,et al.  Crystal structures of catalytic complexes of the oxidative DNA/RNA repair enzyme AlkB , 2006, Nature.

[69]  R. Bank,et al.  Phenotypic and molecular characterization of Bruck syndrome (osteogenesis imperfecta with contractures of the large joints) caused by a recessive mutation in PLOD2 , 2004, American journal of medical genetics. Part A.

[70]  Chris Oostenbrink,et al.  A biomolecular force field based on the free enthalpy of hydration and solvation: The GROMOS force‐field parameter sets 53A5 and 53A6 , 2004, J. Comput. Chem..

[71]  E. Middelkoop,et al.  Increased formation of pyridinoline cross-links due to higher telopeptide lysyl hydroxylase levels is a general fibrotic phenomenon. , 2004, Matrix biology : journal of the International Society for Matrix Biology.

[72]  S. Lukyanov,et al.  Simple cDNA normalization using kamchatka crab duplex-specific nuclease. , 2004, Nucleic acids research.

[73]  Robert P. Hausinger,et al.  Fe(II)/α-Ketoglutarate-Dependent Hydroxylases and Related Enzymes , 2004 .

[74]  Pengyu Y. Ren,et al.  Polarizable Atomic Multipole Water Model for Molecular Mechanics Simulation , 2003 .

[75]  Pengyu Y. Ren,et al.  Consistent treatment of inter‐ and intramolecular polarization in molecular mechanics calculations , 2002, J. Comput. Chem..

[76]  T. Schlick,et al.  Efficient multiple-time-step integrators with distance-based force splitting for particle-mesh-Ewald molecular dynamics simulations , 2002 .

[77]  D. Higgins,et al.  T-Coffee: A novel method for fast and accurate multiple sequence alignment. , 2000, Journal of molecular biology.

[78]  L. Ala‐Kokko,et al.  Cloning and characterization of a third human lysyl hydroxylase isoform. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[79]  Jiali Gao,et al.  A hybrid semiempirical quantum mechanical and lattice-sum method for electrostatic interactions in fluid simulations , 1997 .

[80]  P Willett,et al.  Development and validation of a genetic algorithm for flexible docking. , 1997, Journal of molecular biology.

[81]  Miquel Duran,et al.  How does basis set superposition error change the potential surfaces for hydrogen-bonded dimers? , 1996 .

[82]  W. L. Jorgensen,et al.  Development and Testing of the OPLS All-Atom Force Field on Conformational Energetics and Properties of Organic Liquids , 1996 .

[83]  T. Darden,et al.  A smooth particle mesh Ewald method , 1995 .

[84]  B. Berne,et al.  A Multiple-Time-Step Molecular Dynamics Algorithm for Macromolecules , 1994 .

[85]  R. Eddy,et al.  Cloning of human lysyl hydroxylase: complete cDNA-derived amino acid sequence and assignment of the gene (PLOD) to chromosome 1p36.3----p36.2. , 1992, Genomics.

[86]  M. Karplus,et al.  CHARMM: A program for macromolecular energy, minimization, and dynamics calculations , 1983 .

[87]  L. Fowler,et al.  Chemistry of the collagen cross-links. Isolation and characterization of two intermediate intermolecular cross-links in collagen. , 1970, The Biochemical journal.

[88]  R. Rhoads,et al.  Decarboxylation of alpha-ketoglutarate coupled to collagen proline hydroxylase. , 1968, Proceedings of the National Academy of Sciences of the United States of America.

[89]  John A. Hangasky,et al.  Investigations on the role of a solvent tunnel in the α-ketoglutarate dependent oxygenase factor inhibiting HIF (FIH). , 2018, Journal of inorganic biochemistry.

[90]  C. Schofield,et al.  A fluorescence-based assay for 2-oxoglutarate-dependent oxygenases. , 2005, Analytical biochemistry.

[91]  F. Alt,et al.  LH-2: a LIM/homeodomain gene expressed in developing lymphocytes and neural cells. , 1993, Proceedings of the National Academy of Sciences of the United States of America.