1
|
Schlinsog M, Sattasathuchana T, Xu P, Guidez EB, Gilson MK, Potter MJ, Gordon MS, Webb SP. Computation of Protein-Ligand Binding Free Energies with a Quantum Mechanics-Based Mining Minima Algorithm. J Chem Theory Comput 2025; 21:4236-4265. [PMID: 40202178 PMCID: PMC12020368 DOI: 10.1021/acs.jctc.4c01707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2024] [Revised: 02/27/2025] [Accepted: 03/03/2025] [Indexed: 04/10/2025]
Abstract
A new method, protein-ligand QM-VM2 (PLQM-VM2), to calculate protein-ligand binding free energies by combining mining minima, a statistical mechanics end-point-based approach, with quantum mechanical potentials is presented. PLQM-VM2 is described in terms of a highly flexible workflow that is initiated from a Protein Data Bank (PDB) file and a chemical structure data file (SD file) containing two-dimensional (2D) or three-dimensional (3D) ligand series coordinates. The workflow utilizes the previously developed molecular mechanics (MM) implementation of the second-generation mining minima method, MM-VM2, to provide ensembles of protein, free ligand, and protein-ligand conformers, which are postprocessed at chosen levels of QM theory, via the quantum chemistry software package GAMESS, to correct MM-based conformer geometries and electronic energies. The corrected energies are used in the calculation of configuration integrals, which on summation over the conformer ensembles give QM-corrected chemical potentials and ultimately QM-corrected binding free energies. In this work, PLQM-VM2 is applied to three benchmark protein-ligand series: HIV-1 protease/38 ligands, c-Met/24 ligands, and TNKS2/27 ligands. QM corrections are carried out at the semiempirical third-order density functional tight-binding level of theory, augmented with dispersion and damping corrections (DFTB3-D3(BJ)H). Bulk solvation effects are accounted for with the conductor-like polarizable continuum model (PCM). DFTB3-D3(BJ)H/PCM single-point energy-only and geometry optimization QM corrections are carried out in conjunction with two different models that address the large computational scaling associated with protein-sized molecular systems. One is a protein cutout model, whereby a set of protein atoms in and around the binding site are carved out, dangling bonds are capped with hydrogens, and only atoms directly in the protein binding site are mobile along with the ligand atoms. The other model is the Fragment Molecular Orbital (FMO) method, which includes the whole protein system but again only allows the binding site and ligand atoms to be mobile. All four of these methodological approaches to QM corrections provide significant improvement over MM-VM2 in terms of rank order and parametric linear correlation with experimentally determined binding affinities. Overall, FMO with geometry optimizations performed the best, but the much cheaper cutout single-point energy approach still provides a good level of accuracy. Furthermore, a clear result is that the PLQM-VM2 calculated binding free energies for the three diverse test systems in this work are, in contrast to those calculated using MM-VM2, directly comparable in energy scale. This suggests a basis for future development of a PLQM-VM2-based multiprotein screening capability to check for off-target activity of ligand series. Benchmark timings on a single compute node (32 CPU cores) for PLQM-VM2 calculation of the chemical potential of a protein-ligand complex range from ca. 30-45 min for the single-point energy approaches to ∼5 h for the cutout approach with geometry optimization and to ∼35 h for the full protein FMO approach with geometry optimization.
Collapse
Affiliation(s)
- Megan Schlinsog
- Department
of Chemistry, Iowa State University and
Ames National Laboratory, Ames, Iowa 50014, United States
| | | | - Peng Xu
- Department
of Chemistry, Iowa State University and
Ames National Laboratory, Ames, Iowa 50014, United States
| | - Emilie B. Guidez
- Department
of Chemistry, University of Colorado, Denver, Denver, Colorado 80217, United States
| | - Michael K. Gilson
- Skaggs
School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, San Diego, California 92093, United States
| | - Michael J. Potter
- VeraChem
LLC, 12850 Middlebrook Rd. Ste 205, Germantown, Maryland 20874-5244, United States
| | - Mark S. Gordon
- Department
of Chemistry, Iowa State University and
Ames National Laboratory, Ames, Iowa 50014, United States
| | - Simon P. Webb
- VeraChem
LLC, 12850 Middlebrook Rd. Ste 205, Germantown, Maryland 20874-5244, United States
| |
Collapse
|
2
|
Nguyen LH, Cho YE, Kim S, Kim Y, Kwak J, Suh JS, Lee J, Son K, Kim M, Jang ES, Song N, Choi B, Kim J, Tak Y, Hwang T, Jo J, Lee EW, Kim SB, Kim S, Kwon OB, Kim S, Lee SR, Lee H, Kim TJ, Hwang S, Yun H. Discovery of N-Aryl- N'-[4-(aryloxy)cyclohexyl]squaramide-Based Inhibitors of LXR/SREBP-1c Signaling Pathway Ameliorating Steatotic Liver Disease: Navigating the Role of SIRT6 Activation. J Med Chem 2024; 67:17608-17628. [PMID: 39259827 DOI: 10.1021/acs.jmedchem.4c01597] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/13/2024]
Abstract
Metabolic dysfunction-associated steatotic liver disease (MASLD) is primarily attributed to the abnormal upregulation of hepatic lipogenesis, which is especially caused by the overactivation of the liver X receptor/sterol regulatory element-binding protein-1c (LXR/SREBP-1c) pathway in hepatocytes. In this study, we report the rational design and synthesis of a novel series of squaramides via bioisosteric replacement, which was evaluated for its inhibitory activity on the LXR/SREBP-1c pathway using dual cell-based assays. Compound 31 was found to significantly downregulate LXR, SREBP-1c, and their target genes associated with lipogenesis. Further investigation revealed that compound 31 may indirectly inhibit the LXR/SREBP-1c pathway by activating the upstream regulator sirtuin 6 (SIRT6). Encouragingly, compound 31 substantially attenuated lipid accumulation in HepG2 cells and in the liver of high-fat-diet-fed mice. These findings suggest that compound 31 holds promise as a candidate for the development of treatments for MASLD and other lipid metabolism-related diseases.
Collapse
Affiliation(s)
- Long Huu Nguyen
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
| | - Ye Eun Cho
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
| | - Soyeong Kim
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
- New Drug Development Center, Daegu-Gyeongbuk Medical Innovation Foundation, Daegu 41061, Republic of Korea
| | - Yeonsoo Kim
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
| | - Jinsook Kwak
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
| | - Jung-Soo Suh
- Department of Integrated Biological Science, Pusan National University, Busan 46241, Republic of Korea
| | - Jinyoung Lee
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
| | - Kyuwon Son
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
| | - Minseong Kim
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
| | - Eun Seo Jang
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
| | - Naghyun Song
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
| | - BuChul Choi
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
| | - Jiah Kim
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
| | - Yealin Tak
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
| | - Taeyeon Hwang
- Korea Bioinformation Center, Korea Research Institute of Bioscience & Biotechnology, Daejeon 34141, Republic of Korea
| | - Jeyun Jo
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
| | - Eun-Woo Lee
- Metabolic Regulation Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon 34141, Republic of Korea
| | - Sang-Bum Kim
- New Drug Development Center, Daegu-Gyeongbuk Medical Innovation Foundation, Daegu 41061, Republic of Korea
| | - Sanghyun Kim
- Laboratory Animal Center, Daegu-Gyeongbuk Medical Innovation Foundation, Daegu 41061, Republic of Korea
| | - Oh-Bin Kwon
- New Drug Development Center, Daegu-Gyeongbuk Medical Innovation Foundation, Daegu 41061, Republic of Korea
| | - Sangok Kim
- Korea Bioinformation Center, Korea Research Institute of Bioscience & Biotechnology, Daejeon 34141, Republic of Korea
| | - Seoung Rak Lee
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
- Research Institute for Drug Development, Pusan National University, Busan 46241, Republic of Korea
| | - Haeseung Lee
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
- Research Institute for Drug Development, Pusan National University, Busan 46241, Republic of Korea
| | - Tae-Jin Kim
- Department of Integrated Biological Science, Pusan National University, Busan 46241, Republic of Korea
| | - Seonghwan Hwang
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
- Research Institute for Drug Development, Pusan National University, Busan 46241, Republic of Korea
| | - Hwayoung Yun
- College of Pharmacy, Pusan National University, Busan 46241, Republic of Korea
- Research Institute for Drug Development, Pusan National University, Busan 46241, Republic of Korea
| |
Collapse
|
3
|
Raguette LE, Cuomo AE, Belfon KAA, Tian C, Hazoglou V, Witek G, Telehany SM, Wu Q, Simmerling C. phosaa14SB and phosaa19SB: Updated Amber Force Field Parameters for Phosphorylated Amino Acids. J Chem Theory Comput 2024. [PMID: 39151116 DOI: 10.1021/acs.jctc.4c00732] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/18/2024]
Abstract
Phosphorylated amino acids are involved in many cell regulatory networks; proteins containing these post-translational modifications are widely studied both experimentally and computationally. Simulations are used to investigate a wide range of structural and dynamic properties of biomolecules, such as ligand binding, enzyme-reaction mechanisms, and protein folding. However, the development of force field parameters for the simulation of proteins containing phosphorylated amino acids using the Amber program has not kept pace with the development of parameters for standard amino acids, and it is challenging to model these modified amino acids with accuracy comparable to proteins containing only standard amino acids. In particular, the popular ff14SB and ff19SB models do not contain parameters for phosphorylated amino acids. Here, the dihedral parameters for the side chains of the most common phosphorylated amino acids are trained against reference data from QM calculations adopting the ff14SB approach, followed by validation against experimental data. Library files and corresponding parameter files are provided, with versions that are compatible with both ff14SB and ff19SB.
Collapse
Affiliation(s)
- Lauren E Raguette
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
- Laufer Center for Physical and Quantitative Biology, Stony Brook University, Stony Brook, New York 11794, United States
| | - Abbigayle E Cuomo
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Kellon A A Belfon
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
- Laufer Center for Physical and Quantitative Biology, Stony Brook University, Stony Brook, New York 11794, United States
| | - Chuan Tian
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
- Laufer Center for Physical and Quantitative Biology, Stony Brook University, Stony Brook, New York 11794, United States
| | - Victoria Hazoglou
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Gabriela Witek
- Department of Pharmacological Sciences, Stony Brook University, Stony Brook, New York 11794, United States
| | - Stephen M Telehany
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Qin Wu
- Center for Functional Nanomaterials, Brookhaven National Laboratory, Upton, New York 11973, United States
| | - Carlos Simmerling
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
- Laufer Center for Physical and Quantitative Biology, Stony Brook University, Stony Brook, New York 11794, United States
| |
Collapse
|
4
|
Peña-Guerrero J, Fernández-Rubio C, García-Sosa AT, Nguewa PA. BRCT Domains: Structure, Functions, and Implications in Disease-New Therapeutic Targets for Innovative Drug Discovery against Infections. Pharmaceutics 2023; 15:1839. [PMID: 37514027 PMCID: PMC10386641 DOI: 10.3390/pharmaceutics15071839] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 06/12/2023] [Accepted: 06/22/2023] [Indexed: 07/30/2023] Open
Abstract
The search for new therapeutic targets and their implications in drug development remains an emerging scientific topic. BRCT-bearing proteins are found in Archaea, Bacteria, Eukarya, and viruses. They are traditionally involved in DNA repair, recombination, and cell cycle control. To carry out these functions, BRCT domains are able to interact with DNA and proteins. Moreover, such domains are also implicated in several pathogenic processes and malignancies including breast, ovarian, and lung cancer. Although these domains exhibit moderately conserved folding, their sequences show very low conservation. Interestingly, sequence variations among species are considered positive traits in the search for suitable therapeutic targets, since non-specific drug interactions might be reduced. These main characteristics of BRCT, as well as its critical implications in key biological processes in the cell, have prompted the study of these domains as therapeutic targets. This review explores the possible roles of BRCT domains as therapeutic targets for drug discovery. We describe their common structural features and relevant interactions and pathways, as well as their implications in pathologic processes. Drugs commonly used to target these domains are also presented. Finally, based on their structures, we describe new drug design possibilities using modern and innovative techniques.
Collapse
Affiliation(s)
- José Peña-Guerrero
- ISTUN Institute of Tropical Health, Department of Microbiology and Parasitology, University of Navarra, IdiSNA (Navarra Institute for Health Research), E-31008 Pamplona, Navarra, Spain
| | - Celia Fernández-Rubio
- ISTUN Institute of Tropical Health, Department of Microbiology and Parasitology, University of Navarra, IdiSNA (Navarra Institute for Health Research), E-31008 Pamplona, Navarra, Spain
| | - Alfonso T García-Sosa
- Chair of Molecular Technology, Institute of Chemistry, University of Tartu, Ravila 14a, 50411 Tartu, Estonia
| | - Paul A Nguewa
- ISTUN Institute of Tropical Health, Department of Microbiology and Parasitology, University of Navarra, IdiSNA (Navarra Institute for Health Research), E-31008 Pamplona, Navarra, Spain
| |
Collapse
|
5
|
Schröder GC, O'Dell WB, Webb SP, Agarwal PK, Meilleur F. Capture of activated dioxygen intermediates at the copper-active site of a lytic polysaccharide monooxygenase. Chem Sci 2022; 13:13303-13320. [PMID: 36507176 PMCID: PMC9683017 DOI: 10.1039/d2sc05031e] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2022] [Accepted: 10/19/2022] [Indexed: 11/24/2022] Open
Abstract
Metalloproteins perform a diverse array of redox-related reactions facilitated by the increased chemical functionality afforded by their metallocofactors. Lytic polysaccharide monooxygenases (LPMOs) are a class of copper-dependent enzymes that are responsible for the breakdown of recalcitrant polysaccharides via oxidative cleavage at the glycosidic bond. The activated copper-oxygen intermediates and their mechanism of formation remains to be established. Neutron protein crystallography which permits direct visualization of protonation states was used to investigate the initial steps of oxygen activation directly following active site copper reduction in Neurospora crassa LPMO9D. Herein, we cryo-trap an activated dioxygen intermediate in a mixture of superoxo and hydroperoxo states, and we identify the conserved second coordination shell residue His157 as the proton donor. Density functional theory calculations indicate that both superoxo and hydroperoxo active site states are stable. The hydroperoxo formed is potentially an early LPMO catalytic reaction intermediate or the first step in the mechanism of hydrogen peroxide formation in the absence of substrate. We observe that the N-terminal amino group of the copper coordinating His1 remains doubly protonated directly following molecular oxygen reduction by copper. Aided by molecular dynamics and mining minima free energy calculations we establish that the conserved second-shell His161 in MtPMO3* displays conformational flexibility in solution and that this flexibility is also observed, though to a lesser extent, in His157 of NcLPMO9D. The imidazolate form of His157 observed in our structure following oxygen intermediate protonation can be attributed to abolished His157 flexibility due steric hindrance in the crystal as well as the solvent-occluded active site environment due to crystal packing. A neutron crystal structure of NcLPMO9D at low pH further supports occlusion of the active site since His157 remains singly protonated even at acidic conditions.
Collapse
Affiliation(s)
- Gabriela C. Schröder
- Department of Molecular and Structural Biochemistry, North Carolina State UniversityRaleighNC 27695USA,Neutron Scattering Division, Oak Ridge National LaboratoryOak RidgeTN 37831USA
| | - William B. O'Dell
- Department of Molecular and Structural Biochemistry, North Carolina State UniversityRaleighNC 27695USA,Neutron Scattering Division, Oak Ridge National LaboratoryOak RidgeTN 37831USA
| | - Simon P. Webb
- VeraChem LLC12850 Middlebrook Rd. Ste 205GermantownMD 20874-5244USA
| | - Pratul K. Agarwal
- Department of Physiological Sciences and High-Performance Computing Center, Oklahoma State UniversityStillwaterOK 74078USA
| | - Flora Meilleur
- Department of Molecular and Structural Biochemistry, North Carolina State UniversityRaleighNC 27695USA,Neutron Scattering Division, Oak Ridge National LaboratoryOak RidgeTN 37831USA
| |
Collapse
|
6
|
Tembe N, Machaba KE, Ndagi U, Kumalo HM, Mhlongo NN. Ursolic acid as a potential inhibitor of Mycobacterium tuberculosis cytochrome bc1 oxidase-a molecular modelling perspective. J Mol Model 2022; 28:35. [PMID: 35022913 DOI: 10.1007/s00894-021-04993-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Accepted: 11/23/2021] [Indexed: 01/05/2023]
Abstract
The escalating burden of tuberculosis disease and drastic effects of current medicine has stimulated a search for alternative drugs. A medicinal plant Warburgia salutaris has been reported to possess inhibitory properties against M. tuberculosis. In this study, we apply computational methods to investigate the probability of W. salutaris compounds as potential inhibitors of M. tuberculosis QcrB protein. We performed molecular docking, molecular dynamics simulations, radius of gyration, principal component analysis (PCA), and molecular mechanics-generalized born surface area (MM-GBSA) binding-free energy calculations in explicit solvent to achieve our objective. The results suggested that ursolic acid (UA) and ursolic acid acetate (UAA) could serve as preferred potential inhibitors of mycobacterial QcrB compared to lansoprazole sulphide (LSPZ) and telacebec (Q203)-UA and UAA have a higher binding affinity to QcrB compared to LSPZ and Q203 drugs. UA binding affinity is attributed to hydrogen bond formation with Val120, Arg364 and Arg366, and largely resonated from van der Waals forces resulting from UA interactions with hydrophobic amino acids in its vicinity. UAA binds to the porphyrin ring binding site with higher binding affinity compared to LSPZ. The binding affinity results primarily from van der Waals forces between UAA and hydrophobic residues of QcrB in the porphyrin ring binding site where UAA binds competitively. UA and UAA formed stable complexes with the protein with reduced overall residue mobility, consequently supporting the magnitude of binding affinity of the respective ligands. UAA could potentially compete with the porphyrin ring for the binding site and deprive the mycobacterial cell from oxygen, consequently disturbing mycobacterial oxygen-dependent metabolic processes. Therefore, discovery of a compound that competes with porphyrin ring for the binding site may be useful in QcrB pharmocological studies. UA proved to be a superior compound, although its estimated toxicity profile revealed UA to be hepatotoxic within acceptable parameters. Although preliminary findings of this report still warrant experimental validation, they could serve as a baseline for the development of new anti-tubercular drugs from natural resources that target QcrB.
Collapse
Affiliation(s)
- Ntombikayise Tembe
- School of Laboratory Medicine and Medical Sciences, University of KwaZulu-Natal, Durban, 4001, South Africa
| | - Kgothatso E Machaba
- School of Laboratory Medicine and Medical Sciences, University of KwaZulu-Natal, Durban, 4001, South Africa
| | - Umar Ndagi
- Africa Centre of Excellence for Mycotoxin and Food Safety, Federal University of Technology, Minna, Nigeria
| | - Hezekiel M Kumalo
- School of Laboratory Medicine and Medical Sciences, University of KwaZulu-Natal, Durban, 4001, South Africa
| | - Ndumiso N Mhlongo
- School of Laboratory Medicine and Medical Sciences, University of KwaZulu-Natal, Durban, 4001, South Africa.
| |
Collapse
|
7
|
Xu P, Sattasathuchana T, Guidez E, Webb SP, Montgomery K, Yasini H, Pedreira IFM, Gordon MS. Computation of host-guest binding free energies with a new quantum mechanics based mining minima algorithm. J Chem Phys 2021; 154:104122. [PMID: 33722015 PMCID: PMC7955858 DOI: 10.1063/5.0040759] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Accepted: 02/11/2021] [Indexed: 11/14/2022] Open
Abstract
A new method called QM-VM2 is presented that efficiently combines statistical mechanics with quantum mechanical (QM) energy potentials in order to calculate noncovalent binding free energies of host-guest systems. QM-VM2 efficiently couples the use of semi-empirical QM (SEQM) energies and geometry optimizations with an underlying molecular mechanics (MM) based conformational search, to find low SEQM energy minima, and allows for processing of these minima at higher levels of ab initio QM theory. A progressive geometry optimization scheme is introduced as a means to increase conformational sampling efficiency. The newly implemented QM-VM2 is used to compute the binding free energies of the host molecule cucurbit[7]uril and a set of 15 guest molecules. The results are presented along with comparisons to experimentally determined binding affinities. For the full set of 15 host-guest complexes, which have a range of formal charges from +1 to +3, SEQM-VM2 based binding free energies show poor correlation with experiment, whereas for the ten +1 complexes only, a significant correlation (R2 = 0.8) is achieved. SEQM-VM2 generation of conformers followed by single-point ab initio QM calculations at the dispersion corrected restricted Hartree-Fock-D3(BJ) and TPSS-D3(BJ) levels of theory, as post-processing corrections, yields a reasonable correlation with experiment for the full set of host-guest complexes (R2 = 0.6 and R2 = 0.7, respectively) and an excellent correlation for the +1 formal charge set (R2 = 1.0 and R2 = 0.9, respectively), as long as a sufficiently large basis set (triple-zeta quality) is employed. The importance of the inclusion of configurational entropy, even at the MM level, for the achievement of good correlation with experiment was demonstrated by comparing the calculated ΔE values with experiment and finding a considerably poorer correlation with experiment than for the calculated free energy ΔE - TΔS. For the complete set of host-guest systems with the range of formal charges, it was observed that the deviation of the predicted binding free energy from experiment correlates somewhat with the net charge of the systems. This observation leads to a simple empirical interpolation scheme to improve the linear regression of the full set.
Collapse
Affiliation(s)
- Peng Xu
- Department of Chemistry, Iowa State University, Ames, Iowa 50014, USA
| | | | - Emilie Guidez
- Department of Chemistry, University of Colorado Denver, Denver, Colorado 80204, USA
| | - Simon P. Webb
- VeraChem LLC, 12850 Middlebrook Rd. Ste 205, Germantown, Maryland 20874-5244, USA
| | | | - Hussna Yasini
- Department of Chemistry, University of Colorado Denver, Denver, Colorado 80204, USA
| | - Iara F. M. Pedreira
- Department of Chemistry, University of Colorado Denver, Denver, Colorado 80204, USA
| | - Mark S. Gordon
- Department of Chemistry, Iowa State University, Ames, Iowa 50014, USA
| |
Collapse
|
8
|
Gera A, Mohan C, Madan J, Arora S. Molecular Hybrids of N-Phthaloylglycyl Hydrazide and Hydrazinecarbothioamide with Anti-inflammatory and Anti-oxidant Activities. Curr Org Synth 2020; 16:1055-1066. [PMID: 31984886 DOI: 10.2174/1570179416666190306141318] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2018] [Revised: 12/28/2018] [Accepted: 02/04/2019] [Indexed: 01/29/2023]
Abstract
BACKGROUND Oxidative stress due to high levels of reactive organic species is the cause of the progression of inflammation in various diseases. The molecules possessing both anti-inflammatory and antioxidant activity can be the promising key to treat inflammatory diseases. Phthalimide and hydrazinecarbothioamide are anti-inflammatory and anti-oxidant pharmacophores. OBJECTIVE Molecular hybrids possessing above two pharmacophores were designed. A series of N-phenyl substituted 2-(2-(1,3-dioxoisoindolin-2-yl)acetyl)-N-phenylhydrazine-1-carbothioamide (CGS compounds) was synthesized and evaluated for biological activities. METHODS N-phthaloylglycyl hydrazide was reacted with unsubstituted/substituted phenyl isothiocyanates to yield CGS compounds. Synthesized compounds were evaluated for in vivo anti-inflammatory activity in carrageenan rat paw edema model, and in vitro anti-oxidant activity by DPPH assay. Levels of TNF-α and oxidative stress at the site of inflammation were measured. The genetic algorithm-PLS regression based QSAR model correlating the effect of N-phenyl substituent on the anti-inflammatory activity was developed. Further, the interaction of the active compound in the TNF-α binding pocket was studied by in silico docking. RESULTS Compound containing the 2-OCH3, 4-NO2 (CGS-5); 4-CF3 (CGS-9); 4-NO2 (CGS-3) showed significant anti-inflammatory activity (percentage inhibition of paw edema after 3 hour = 58.24, 50.38, 40.05, respectively) and potent anti-oxidant activity (IC50 =0.045, 0.998, 0.285 μg/ml, respectively). Reduced levels of TNF- α and increased levels of GSH were observed for the above three compounds. Descriptors for QSAR model identified by GA-PLS were WPSA1, Weta1unity, WDunity, SC3, VC5, MlogP, and WTPT3. The identified model was highly predictive, and value of root mean square error of prediction for internal (leave one out) and external validation was: 1.579, 1.325. CONCLUSION Molecular hybrids of phthalimide and hydrazinecarbothioamide were synthesized. Some of the compounds possessed promising anti-inflammatory and anti-oxidant activities.
Collapse
Affiliation(s)
- Ankur Gera
- Chitkara College of Pharmacy, Chitkara University, Chandigarh-Patiala National Highway (NH-64), Punjab 140401, India
| | - Chander Mohan
- Rayat-Bahra Institute of Pharmacy, VPO-Bohan, Hoshiarpur, Punjab 146104, India
| | - Jitender Madan
- Hygia Institute of Pharmaceutical Education & Research, Ghazipur Balram, Ghaila Road, Lucknow 226022, India
| | - Sandeep Arora
- Chitkara College of Pharmacy, Chitkara University, Chandigarh-Patiala National Highway (NH-64), Punjab 140401, India
| |
Collapse
|
9
|
Pereira JEM, Eckert J, Rudic S, Yu D, Mole R, Tsapatsaris N, Bordallo HN. Hydrogen bond dynamics and conformational flexibility in antipsychotics. Phys Chem Chem Phys 2019; 21:15463-15470. [PMID: 31257373 DOI: 10.1039/c9cp02456e] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Effective treatment of disorders of the central nervous system can often be achieved using bioactive molecules of similar moieties to those known to be tolerable. A better understanding of the solid-state characteristics of such molecules could thereby create new opportunities for research on pharmaceutical preparations and drug prescriptions, while information about their rich intramolecular dynamics may well add an important aspect in the field of in silico drug discovery. We have therefore investigated three different antipsychotic drugs: haloperidol (C21H23ClFNO2, HAL), aripiprazole (C23H27Cl2N3O2, APZ) and quetiapine hemifumarate (C21H25N3O2S·0.5C4H4O4, QTP) based on similarities either in their structures, hydrophobic and hydrophilic moieties, or in their modes of action, typical or atypical. Our aim was to test the structural and molecular stability of these three different antipsychotics. To this end, we compared the molecular vibrations observed by inelastic neutron spectroscopy of these systems with those from theoretical periodic calculations of the crystalline antipsychotics using the Vienna ab initio simulation package (VASP). While most of the observed features in the lattice region were reasonably well represented by the calculations, the overall spectra were relatively complex, and hence traditional assignment procedures for the approximately 600 normal modes in the unit cell were not possible. These results indicate that in the search for new drug candidates, not only analysis of the flexibility of the receptor, but also the dynamics of the active molecules play a role in improving the prediction of binding affinities.
Collapse
Affiliation(s)
- Jose E M Pereira
- The Niels Bohr Institute, University of Copenhagen, DK-2100, Copenhagen, Denmark.
| | - Juergen Eckert
- Department of Chemistry and Biochemistry, Texas Tech University, Lubbock, TX 79409-1061, USA and Theoretical Division, Los Alamos National Laboratory, Los Alamos, NM 87545, USA
| | - Svemir Rudic
- ISIS Facility, STFC, Rutherford Appleton Laboratory, Chilton, Didcot OX11 0QX, UK
| | - Dehong Yu
- Australian Center for Neutron Scattering, Australian Nuclear Science and Technology Organization, Lucas Heights, 2233 NSW, Australia
| | - Richard Mole
- Australian Center for Neutron Scattering, Australian Nuclear Science and Technology Organization, Lucas Heights, 2233 NSW, Australia
| | - Nikolaos Tsapatsaris
- The Niels Bohr Institute, University of Copenhagen, DK-2100, Copenhagen, Denmark. and European Spallation Source ESS ERIC, PO Box 176, SE-221 00 Lund, Sweden
| | - Heloisa N Bordallo
- The Niels Bohr Institute, University of Copenhagen, DK-2100, Copenhagen, Denmark. and European Spallation Source ESS ERIC, PO Box 176, SE-221 00 Lund, Sweden
| |
Collapse
|
10
|
van Zundert GCP, Hudson BM, de Oliveira SHP, Keedy DA, Fonseca R, Heliou A, Suresh P, Borrelli K, Day T, Fraser JS, van den Bedem H. qFit-ligand Reveals Widespread Conformational Heterogeneity of Drug-Like Molecules in X-Ray Electron Density Maps. J Med Chem 2018; 61:11183-11198. [PMID: 30457858 DOI: 10.1021/acs.jmedchem.8b01292] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Proteins and ligands sample a conformational ensemble that governs molecular recognition, activity, and dissociation. In structure-based drug design, access to this conformational ensemble is critical to understand the balance between entropy and enthalpy in lead optimization. However, ligand conformational heterogeneity is currently severely underreported in crystal structures in the Protein Data Bank, owing in part to a lack of automated and unbiased procedures to model an ensemble of protein-ligand states into X-ray data. Here, we designed a computational method, qFit-ligand, to automatically resolve conformationally averaged ligand heterogeneity in crystal structures, and applied it to a large set of protein receptor-ligand complexes. In an analysis of the cancer related BRD4 domain, we found that up to 29% of protein crystal structures bound with drug-like molecules present evidence of unmodeled, averaged, relatively isoenergetic conformations in ligand-receptor interactions. In many retrospective cases, these alternate conformations were adventitiously exploited to guide compound design, resulting in improved potency or selectivity. Combining qFit-ligand with high-throughput screening or multitemperature crystallography could therefore augment the structure-based drug design toolbox.
Collapse
Affiliation(s)
| | - Brandi M Hudson
- Department of Bioengineering and Therapeutic Sciences , UCSF , San Francisco , California 94158 , United States
| | - Saulo H P de Oliveira
- SLAC National Accelerator Laboratory , Stanford University , Menlo Park , California 94025 United States
| | - Daniel A Keedy
- Department of Bioengineering and Therapeutic Sciences , UCSF , San Francisco , California 94158 , United States
| | - Rasmus Fonseca
- Department of Molecular and Cellular Physiology , Stanford University , Stanford , California 94305 , United States
| | - Amelie Heliou
- LIX, Ecole Polytechnique, CNRS, Inria , Université Paris-Saclay , 91128 Palaiseau , France
| | - Pooja Suresh
- Department of Bioengineering and Therapeutic Sciences , UCSF , San Francisco , California 94158 , United States
| | | | - Tyler Day
- Schrödinger , New York , New York 10036 , United States
| | - James S Fraser
- Department of Bioengineering and Therapeutic Sciences , UCSF , San Francisco , California 94158 , United States
| | - Henry van den Bedem
- Department of Bioengineering and Therapeutic Sciences , UCSF , San Francisco , California 94158 , United States.,SLAC National Accelerator Laboratory , Stanford University , Menlo Park , California 94025 United States
| |
Collapse
|
11
|
Eurtivong C, Reynisson J. The Development of a Weighted Index to Optimise Compound Libraries for High Throughput Screening. Mol Inform 2018; 38:e1800068. [PMID: 30345657 DOI: 10.1002/minf.201800068] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Accepted: 09/27/2018] [Indexed: 12/15/2022]
Abstract
1880 known drugs were collected and analysed for their mainstream molecular descriptors: MW, log P, HA, HD, RB and PSA. The statistical distributions were fitted to Gaussian functions for each of the descriptors. This gave a mathematical tool to calculate a weighted score, or an Index, for each descriptor. Known Drug Indexes (KDIs) were derived either by summation or multiplication of the Indexes, giving one number for each molecule calculated. The KDI summation and multiplication methods give a theoretical maxima of 6 and 1 respectively. According to both methods, methysergide (5.89/0.90), amsacrine (5.89/0.89) and fluorometholone (5.88/0.88) have the scores of the most well-balanced pharmaceuticals. The KDIs are advantageous tools in identifying the most well-balanced screening compounds based on the properties of known drugs; the screening collection can be optimised to only include quality compounds, which in turn produce tractable hit and lead compounds from the screening campaign.
Collapse
Affiliation(s)
- Chatchakorn Eurtivong
- Chemical Biology, Chulabhorn Graduate Institute, 54 Kamphaeng Phet 6 Road, Talat Bang Khen sub-district, Lak Si district, Bangkok, 10210, Thailand
| | - Jóhannes Reynisson
- School of Chemical Sciences, University of Auckland Private Bag 92019, Auckland, 1142, New Zealand
| |
Collapse
|
12
|
Choudhary RK, Siddiqui MQ, Gadewal N, Kumar NS, Kuligina ES, Varma AK. Biophysical evaluation to categorize pathogenicity of cancer-predisposing mutations identified in the BARD1 BRCT domain. RSC Adv 2018; 8:34056-34068. [PMID: 35548793 PMCID: PMC9086705 DOI: 10.1039/c8ra06524a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2018] [Accepted: 09/17/2018] [Indexed: 11/21/2022] Open
Abstract
The BRCT domain of BARD1 (BARD1 BRCT) is involved in many cellular processes such as DNA damage repair (DDR) and cell-cycle checkpoint regulation. BARD1 BRCT performs tumor suppressor function by recruiting BRCA1 at DNA damage site via interactions with other DNA damage repair (DDR) proteins. Considering the importance of the BRCT domain in genomic integrity, we decided to evaluate reported mutations of BARD1 BRCT Cys645Arg, Val695Leu, and Ser761Asn for their pathogenicity. To explore the effect of the mutation on the structure and function, BARD1 BRCT wild-type proteins and the mutant proteins were studied using different biochemical, biophysical and in silico techniques. Comparative fluorescence, circular dichroism (CD) spectroscopy and limited proteolysis studies demonstrate the well-folded structural conformation of wild-type and mutant proteins. However, thermal and chemical denaturation studies revealed similarity in the folding pattern of BARD1 BRCT wild-type and Cys645Arg mutant proteins, whereas there was a significant loss in the thermodynamic stability of Val695Leu and Ser761Asn mutants. Molecular dynamics (MD) simulation studies on wild-type and mutant protein structures indicate the loss in structural integrity of mutants compared with the wild-type protein.
Collapse
Affiliation(s)
- Rajan Kumar Choudhary
- Advanced Centre for Treatment, Research and Education in CancerKhargharNavi MumbaiMaharashtra 410 210India+91-22-2740 5085+91-22-2740 5112,Department of Biological Chemistry, The Alexander Silberman Institute of Life Sciences, Edmond J. Safra Campus, The Hebrew University of JerusalemJerusalem 91904Israel
| | - M. Quadir Siddiqui
- Advanced Centre for Treatment, Research and Education in CancerKhargharNavi MumbaiMaharashtra 410 210India+91-22-2740 5085+91-22-2740 5112,University of Nebraska Medical CentreOmahaNEUSA
| | - Nikhil Gadewal
- Advanced Centre for Treatment, Research and Education in CancerKhargharNavi MumbaiMaharashtra 410 210India+91-22-2740 5085+91-22-2740 5112
| | - Nachimuthu Senthil Kumar
- Department of Biotechnology, Mizoram University (A Central University)Aizawl – 796 004MizoramIndia
| | - Ekaterina S. Kuligina
- Laboratory of Molecular Oncology, Department of Tumor Growth Biology, N.N. Petrov Institute of OncologyRU-197758, Pesochny-2St.-PetersburgRussia
| | - Ashok K. Varma
- Advanced Centre for Treatment, Research and Education in CancerKhargharNavi MumbaiMaharashtra 410 210India+91-22-2740 5085+91-22-2740 5112,Homi Bhabha National Institute, Training School ComplexAnushaktinagarMumbai - 400 094India
| |
Collapse
|
13
|
Kilburg D, Gallicchio E. Assessment of a Single Decoupling Alchemical Approach for the Calculation of the Absolute Binding Free Energies of Protein-Peptide Complexes. Front Mol Biosci 2018; 5:22. [PMID: 29568737 PMCID: PMC5852065 DOI: 10.3389/fmolb.2018.00022] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2018] [Accepted: 02/21/2018] [Indexed: 01/24/2023] Open
Abstract
The computational modeling of peptide inhibitors to target protein-protein binding interfaces is growing in interest as these are often too large, too shallow, and too feature-less for conventional small molecule compounds. Here, we present a rare successful application of an alchemical binding free energy method for the calculation of converged absolute binding free energies of a series of protein-peptide complexes. Specifically, we report the binding free energies of a series of cyclic peptides derived from the LEDGF/p75 protein to the integrase receptor of the HIV1 virus. The simulations recapitulate the effect of mutations relative to the wild-type binding motif of LEDGF/p75, providing structural, energetic and dynamical interpretations of the observed trends. The equilibration and convergence of the calculations are carefully analyzed. Convergence is aided by the adoption of a single-decoupling alchemical approach with implicit solvation, which circumvents the convergence difficulties of conventional double-decoupling protocols. We hereby present the single-decoupling methodology and critically evaluate its advantages and limitations. We also discuss some of the challenges and potential pitfalls of binding free energy calculations for complex molecular systems which have generally limited their applicability to the quantitative study of protein-peptide binding equilibria.
Collapse
Affiliation(s)
- Denise Kilburg
- Department of Chemistry, Brooklyn College, Brooklyn, NY, United States.,Ph.D. Program in Chemistry, The Graduate Center, City University of New York, New York, NY, United States
| | - Emilio Gallicchio
- Department of Chemistry, Brooklyn College, Brooklyn, NY, United States.,Ph.D. Program in Chemistry, The Graduate Center, City University of New York, New York, NY, United States.,Ph.D. Program in Biochemistry, The Graduate Center, City University of New York, New York, NY, United States
| |
Collapse
|
14
|
Ndagi U, Mhlongo NN, Soliman ME. Re-emergence of an orphan therapeutic target for the treatment of resistant prostate cancer - a thorough conformational and binding analysis for ROR-γ protein. J Biomol Struct Dyn 2018; 36:335-350. [PMID: 28027708 DOI: 10.1080/07391102.2016.1277555] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2016] [Accepted: 12/20/2016] [Indexed: 01/14/2023]
Abstract
Recent studies have linked a deadly form of prostate cancer known as metastatic castration-resistant prostate cancer to retinoic acid-related orphan-receptor gamma (ROR-γ). Most of these studies continued to place ROR-γ as orphan because of unidentifiable inhibitor. Recently identified inhibitors of ROR-γ and their therapeutic potential were evaluated, among which inhibitor XY018 was the potent. However, molecular understanding of the conformational features of XY018-ROR-γ complex is still elusive. Herein, molecular dynamics simulations were conducted on HC9-ROR-γ and XY018-ROR-γ complexes to understand their conformational features at molecular level and the influence of XY018 binding on the dynamics of ROR-γ with the aid of post-dynamic analytical tools. These include; principal component analysis, radius of gyration, binding free energy calculation (MM/GBSA), per-residue fluctuation and hydrogen bond occupancy. Findings from this study revealed that (1) hydrophobic packing contributes significantly to binding free energy, (2) Ile136 and Leu60 exhibited high hydrogen-bond occupancy in XY018-ROR-γ and HC9-ROR-γ, respectively, (3) XY018-ROR-γ displayed a relatively high loop region residue fluctuation compared to HC9-ROR-γ, (4) electrostatic interactions are a potential binding force in XY018-ROR-γ complex compared to HC9-ROR-γ, (5) XY018-ROR-γ assumes a rigid conformation which is highlighted by a decrease in residual fluctuation, (6) XY018 could potentially induce pseudoporphyria, nephritis and interstitial nephritis but potentially safe in renal failure. This study could serve as a base line for the design of new potential ROR-γ inhibitors.
Collapse
Affiliation(s)
- Umar Ndagi
- a Molecular Modelling and Drug Design Research Group, School of Health Sciences, University of KwaZulu-Natal , Westville , Durban 4000 , South Africa
| | - Ndumiso N Mhlongo
- a Molecular Modelling and Drug Design Research Group, School of Health Sciences, University of KwaZulu-Natal , Westville , Durban 4000 , South Africa
| | - Mahmoud E Soliman
- a Molecular Modelling and Drug Design Research Group, School of Health Sciences, University of KwaZulu-Natal , Westville , Durban 4000 , South Africa
| |
Collapse
|
15
|
Brown JS, Acevedo YM, He GD, Freed JH, Clancy P, Alabi CA. Synthesis and Solution-Phase Characterization of Sulfonated Oligothioetheramides. Macromolecules 2017; 50:8731-8738. [PMID: 29386690 PMCID: PMC5788177 DOI: 10.1021/acs.macromol.7b01915] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Nature has long demonstrated the importance of chemical sequence to induce structure and tune physical interactions. Investigating macromolecular structure and dynamics is paramount to understand macromolecular binding and target recognition. To that end, we have synthesized and characterized flexible sulfonated oligothioetheramides (oligo-TEAs) by variable temperature pulse field gradient (PFG) NMR, double electron-electron resonance (DEER), and molecular dynamics (MD) simulations to capture their room temperature structure and dynamics in water. We have examined the contributions of synthetic length (2-12mer), pendant group charge, and backbone hydrophobicity. We observe significant entropic collapse, driven in part by backbone hydrophobicity. Analysis of individual monomer contributions revealed larger changes due to the backbone compared to pendant groups. We also observe screening of intramolecular electrostatic repulsions. Finally, we comment on the combination of DEER and PFG NMR measurements via Stokes-Einstein-Sutherland diffusion theory. Overall, this sensitive characterization holds promise to enable de novo development of macromolecular structure and sequence-structure-function relationships with flexible, but biologically functional macromolecules.
Collapse
Affiliation(s)
- Joseph S. Brown
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, New York 14850, United States
| | - Yaset M. Acevedo
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, New York 14850, United States
| | - Grace D. He
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, New York 14850, United States
| | - Jack H. Freed
- Department of Chemistry and Chemical Biology and National Biomedical Center for Advanced ESR Technology, Cornell University, Ithaca, New York 14853, United States
| | - Paulette Clancy
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, New York 14850, United States
| | - Christopher A. Alabi
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, New York 14850, United States
- Department of Chemistry and Chemical Biology and National Biomedical Center for Advanced ESR Technology, Cornell University, Ithaca, New York 14853, United States
| |
Collapse
|
16
|
Tang Z, Roberts CC, Chang CEA. Understanding ligand-receptor non-covalent binding kinetics using molecular modeling. FRONT BIOSCI-LANDMRK 2017; 22:960-981. [PMID: 27814657 PMCID: PMC5470370 DOI: 10.2741/4527] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Kinetic properties may serve as critical differentiators and predictors of drug efficacy and safety, in addition to the traditionally focused binding affinity. However the quantitative structure-kinetics relationship (QSKR) for modeling and ligand design is still poorly understood. This review provides an introduction to the kinetics of drug binding from a fundamental chemistry perspective. We focus on recent developments of computational tools and their applications to non-covalent binding kinetics.
Collapse
Affiliation(s)
- Zhiye Tang
- Department of Chemistry, University of California, Riverside, CA 92521
| | | | - Chia-En A Chang
- Department of Chemistry, University of California, Riverside, CA 92521,
| |
Collapse
|
17
|
Zhang L, Fang Y, Yang J, Kopeček J. Drug-free macromolecular therapeutics: Impact of structure on induction of apoptosis in Raji B cells. J Control Release 2016; 263:139-150. [PMID: 28024916 DOI: 10.1016/j.jconrel.2016.12.025] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2016] [Revised: 12/21/2016] [Accepted: 12/22/2016] [Indexed: 01/31/2023]
Abstract
Recently, we developed a new paradigm in macromolecular therapeutics that avoids the use of low molecular weight drugs. The activity of the "drug-free macromolecular therapeutics" is based on the biorecognition of complementary motifs at cell surface resulting in receptor crosslinking and apoptosis induction. The system is composed of two nanoconjugates: (1) a single-stranded morpholino oligonucleotide (MORF1) attached to an anti-CD20 Fab' fragment (Fab'-MORF1); (2) multiple copies of complementary oligonucleotide MORF2 grafted to a linear polymer of N-(2-hydroxypropyl)methacrylamide (HPMA) - P-(MORF2)x. The two conjugates crosslink CD20 antigens via MORF1-MORF2 hybridization at the surface of CD20+ malignant B-cells and induce apoptosis. Preclinical studies in a murine model of human non-Hodgkin's lymphoma showed cancer cells eradication and long-term survivors. The aim of this study was to determine the relationship between the detailed structure of the nanoconjugates and apoptosis induction in Raji cells to allow system optimization. The factors studied include the length of the MORF sequence, the valence of P-(MORF2)x (varying x), molecular weight of P-(MORF2)x, incorporation of a miniPEG spacer between Fab' and MORF1 and between polymer backbone and pendant MORF2, and comparison of two Fab' fragments, one from 1F5 antibody (Fab'1F5), the other from Rituximab (Fab'RTX). The results of apoptosis induction in human Burkitt's B-cell non-Hodgkin's lymphoma (NHL) Raji cells as determined using three apoptotic assays (Annexin V, Caspase 3, and TUNEL) indicated that: a) An improvement of apoptotic activity was observed for a 28 base pair MORF sequence when compared to MORFs composed of 20 and 25 base pairs. The differences depended on type of assay, concentration and exposure schedule (consecutive vs. premixed). b) The higher the valence of P-(MORF2)x the higher the levels of apoptosis. c) Higher molecular weight of P-(MORF2)x induced higher levels of apoptosis. d) A miniPEG8 spacer was effective in enhancing apoptotic levels in contrast to a miniPEG2 spacer. e) There was not a statistically significant difference when comparing Fab'1F5-MORF1 with Fab'RTX-MORF1.
Collapse
Affiliation(s)
- Libin Zhang
- Department of Pharmaceutics and Pharmaceutical Chemistry, CCCD, University of Utah, Salt Lake City, UT 84112, USA
| | - Yixin Fang
- Department of Pharmaceutics and Pharmaceutical Chemistry, CCCD, University of Utah, Salt Lake City, UT 84112, USA
| | - Jiyuan Yang
- Department of Pharmaceutics and Pharmaceutical Chemistry, CCCD, University of Utah, Salt Lake City, UT 84112, USA
| | - Jindřich Kopeček
- Department of Pharmaceutics and Pharmaceutical Chemistry, CCCD, University of Utah, Salt Lake City, UT 84112, USA; Department of Bioengineering, University of Utah, Salt Lake City, UT 84112, USA.
| |
Collapse
|
18
|
Molecular dynamics simulations reveal the allosteric effect of F1174C resistance mutation to ceritinib in ALK-associated lung cancer. Comput Biol Chem 2016; 65:54-60. [DOI: 10.1016/j.compbiolchem.2016.10.005] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2016] [Revised: 09/13/2016] [Accepted: 10/05/2016] [Indexed: 01/14/2023]
|