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1.
J Med Chem ; 64(2): 1054-1072, 2021 01 28.
Article in English | MEDLINE | ID: mdl-33337880

ABSTRACT

Lead generation for difficult-to-drug targets that have large, featureless, and highly lipophilic or highly polar and/or flexible binding sites is highly challenging. Here, we describe how cores of macrocyclic natural products can serve as a high-quality in silico screening library that provides leads for difficult-to-drug targets. Two iterative rounds of docking of a carefully selected set of natural-product-derived cores led to the discovery of an uncharged macrocyclic inhibitor of the Keap1-Nrf2 protein-protein interaction, a particularly challenging target due to its highly polar binding site. The inhibitor displays cellular efficacy and is well-positioned for further optimization based on the structure of its complex with Keap1 and synthetic access. We believe that our work will spur interest in using macrocyclic cores for in silico-based lead generation and also inspire the design of future macrocycle screening collections.


Subject(s)
Biological Products/chemistry , Polycyclic Compounds/chemical synthesis , Polycyclic Compounds/pharmacology , Computer Simulation , Data Mining , Databases, Factual , Drug Discovery , Drug Evaluation, Preclinical , Humans , Kelch-Like ECH-Associated Protein 1/antagonists & inhibitors , Kelch-Like ECH-Associated Protein 1/chemistry , Microsomes, Liver , Models, Molecular , Molecular Docking Simulation , NF-E2-Related Factor 2 , Polycyclic Compounds/chemistry , Solubility , Structure-Activity Relationship
2.
J Med Chem ; 61(9): 4189-4202, 2018 05 10.
Article in English | MEDLINE | ID: mdl-29608068

ABSTRACT

Conformational flexibility has been proposed to significantly affect drug properties outside rule-of-5 (Ro5) chemical space. Here, we investigated the influence of dynamically exposed polarity on cell permeability and aqueous solubility for a structurally diverse set of drugs and clinical candidates far beyond the Ro5, all of which populated multiple distinct conformations as revealed by X-ray crystallography. Efflux-inhibited (passive) Caco-2 cell permeability correlated strongly with the compounds' minimum solvent-accessible 3D polar surface areas (PSA), whereas aqueous solubility depended less on the specific 3D conformation. Inspection of the crystal structures highlighted flexibly linked aromatic side chains and dynamically forming intramolecular hydrogen bonds as particularly effective in providing "chameleonic" properties that allow compounds to display both high cell permeability and aqueous solubility. These structural features, in combination with permeability predictions based on the correlation to solvent-accessible 3D PSA, should inspire drug design in the challenging chemical space far beyond the Ro5.


Subject(s)
Drug Discovery , Caco-2 Cells , Humans , Hydrophobic and Hydrophilic Interactions , Models, Molecular , Molecular Conformation , Permeability , Solubility , Surface Properties , Water/chemistry
4.
Nat Chem Biol ; 12(12): 1065-1074, 2016 12.
Article in English | MEDLINE | ID: mdl-27748751

ABSTRACT

Macrocycles are of increasing interest as chemical probes and drugs for intractable targets like protein-protein interactions, but the determinants of their cell permeability and oral absorption are poorly understood. To enable rational design of cell-permeable macrocycles, we generated an extensive data set under consistent experimental conditions for more than 200 non-peptidic, de novo-designed macrocycles from the Broad Institute's diversity-oriented screening collection. This revealed how specific functional groups, substituents and molecular properties impact cell permeability. Analysis of energy-minimized structures for stereo- and regioisomeric sets provided fundamental insight into how dynamic, intramolecular interactions in the 3D conformations of macrocycles may be linked to physicochemical properties and permeability. Combined use of quantitative structure-permeability modeling and the procedure for conformational analysis now, for the first time, provides chemists with a rational approach to design cell-permeable non-peptidic macrocycles with potential for oral absorption.


Subject(s)
Macrocyclic Compounds/chemistry , Macrocyclic Compounds/pharmacokinetics , Caco-2 Cells , Humans , Molecular Structure , Permeability , Stereoisomerism , Structure-Activity Relationship
5.
Adv Drug Deliv Rev ; 101: 42-61, 2016 06 01.
Article in English | MEDLINE | ID: mdl-27067608

ABSTRACT

Drug discovery for difficult targets that have large and flat binding sites is often better suited to compounds beyond the "rule of 5" (bRo5). However, such compounds carry higher pharmacokinetic risks, such as low solubility and permeability, and increased efflux and metabolism. Interestingly, recent drug approvals and studies suggest that cell permeable and orally bioavailable drugs can be discovered far into bRo5 space. Tactics such as reduction or shielding of polarity by N-methylation, bulky side chains and intramolecular hydrogen bonds may be used to increase cell permeability in this space, but often results in decreased solubility. Conformationally flexible compounds can, however, combine high permeability and solubility, properties that are keys for cell permeability and intestinal absorption. Recent developments in computational conformational analysis will aid design of such compounds and hence prediction of cell permeability. Transporter mediated efflux occurs for most investigated drugs in bRo5 space, however it is commonly overcome by high local intestinal concentrations on oral administration. In contrast, there is little data to support significant impact of transporter-mediated intestinal absorption in bRo5 space. Current knowledge of compound properties that govern transporter effects of bRo5 drugs is limited and requires further fundamental and comprehensive studies.


Subject(s)
Cell Membrane Permeability , Pharmaceutical Preparations/chemistry , Administration, Oral , Humans , Hydrogen Bonding , Intestinal Absorption , Solubility
6.
Chem Biol ; 21(9): 1115-42, 2014 Sep 18.
Article in English | MEDLINE | ID: mdl-25237858

ABSTRACT

The rule of 5 (Ro5) is a set of in silico guidelines applied to drug discovery to prioritize compounds with an increased likelihood of high oral absorption. It has been influential in reducing attrition due to poor pharmacokinetics over the last 15 years. However, strict reliance on the Ro5 may have resulted in lost opportunities, particularly for difficult targets. To identify opportunities for oral drug discovery beyond the Ro5 (bRo5), we have comprehensively analyzed drugs and clinical candidates with molecular weight (MW) > 500 Da. We conclude that oral drugs are found far bRo5 and properties such as intramolecular hydrogen bonding, macrocyclization, dosage, and formulations can be used to improve bRo5 bioavailability. Natural products and structure-based design, often from peptidic leads, are key sources for oral bRo5 drugs. These insights should help guide the design of oral drugs in bRo5 space, which is of particular interest for difficult targets.


Subject(s)
Drug Discovery , Pharmaceutical Preparations/chemistry , Administration, Oral , Biological Products/chemistry , Biological Products/metabolism , Databases, Factual , Drug Delivery Systems , Humans , Macrocyclic Compounds/chemistry , Macrocyclic Compounds/metabolism , Molecular Weight , Pharmaceutical Preparations/metabolism , Protease Inhibitors/chemistry , Protease Inhibitors/metabolism
7.
J Med Chem ; 57(6): 2746-54, 2014 Mar 27.
Article in English | MEDLINE | ID: mdl-24524242

ABSTRACT

Profiling of eight stereoisomeric T. cruzi growth inhibitors revealed vastly different in vitro properties such as solubility, lipophilicity, pKa, and cell permeability for two sets of four stereoisomers. Using computational chemistry and NMR spectroscopy, we identified the formation of an intramolecular NH→NR3 hydrogen bond in the set of stereoisomers displaying lower solubility, higher lipophilicity, and higher cell permeability. The intramolecular hydrogen bond resulted in a significant pKa difference that accounts for the other structure-property relationships. Application of this knowledge could be of particular value to maintain the delicate balance of size, solubility, and lipophilicity required for cell penetration and oral administration for chemical probes or therapeutics with properties at, or beyond, Lipinski's rule of 5.


Subject(s)
Cell Membrane Permeability/drug effects , Trypanosoma cruzi/drug effects , Algorithms , Animals , Caco-2 Cells , Computational Biology , Drug Design , Humans , Hydrogen Bonding , Hydrogen-Ion Concentration , Kinetics , Lipids/chemistry , Magnetic Resonance Spectroscopy , Models, Molecular , Molecular Conformation , Small Molecule Libraries , Solubility , Stereoisomerism , Structure-Activity Relationship
8.
Nat Chem ; 5(1): 21-8, 2013 Jan.
Article in English | MEDLINE | ID: mdl-23247173

ABSTRACT

Fragment-based ligand and drug discovery predominantly employs sp(2)-rich compounds covering well-explored regions of chemical space. Despite the ease with which such fragments can be coupled, this focus on flat compounds is widely cited as contributing to the attrition rate of the drug discovery process. In contrast, biologically validated natural products are rich in stereogenic centres and populate areas of chemical space not occupied by average synthetic molecules. Here, we have analysed more than 180,000 natural product structures to arrive at 2,000 clusters of natural-product-derived fragments with high structural diversity, which resemble natural scaffolds and are rich in sp(3)-configured centres. The structures of the cluster centres differ from previously explored fragment libraries, but for nearly half of the clusters representative members are commercially available. We validate their usefulness for the discovery of novel ligand and inhibitor types by means of protein X-ray crystallography and the identification of novel stabilizers of inactive conformations of p38α MAP kinase and of inhibitors of several phosphatases.


Subject(s)
Biological Products/chemistry , Drug Discovery , Ligands , Mitogen-Activated Protein Kinase 14/antagonists & inhibitors , Small Molecule Libraries/chemistry , Algorithms , Crystallography, X-Ray , Inhibitory Concentration 50 , Molecular Structure , Quinones/chemistry , Quinones/pharmacology , Small Molecule Libraries/pharmacology , Tetrahydroisoquinolines/chemistry , Tetrahydroisoquinolines/pharmacology
9.
ChemMedChem ; 5(6): 930-40, 2010 Jun 07.
Article in English | MEDLINE | ID: mdl-20394106

ABSTRACT

Fragment-based drug discovery has gained a foothold in today's lead identification processes. We present the application of in silico fragment-based screening for the discovery of novel lead compounds for the metalloendoproteinase thermolysin. We have chosen thermolysin to validate our screening approach as it is a well-studied enzyme and serves as a model system for other proteases. A protein-targeted virtual library was designed and screening was carried out using the program AutoDock. Two fragment hits could be identified. For one of them, the crystal structure in complex with thermolysin is presented. This compound was selected for structure-based optimization of binding affinity and improvement of ligand efficiency, while concomitantly keeping the fragment-like properties of the initial hit. Redesigning the zinc coordination group revealed a novel class of fragments possessing K(i) values as low as 128 microM, thus they provide a good starting point for further hit evolution in a tailored lead design.


Subject(s)
Protease Inhibitors/chemistry , Thermolysin/antagonists & inhibitors , Aspirin/analogs & derivatives , Aspirin/chemical synthesis , Aspirin/pharmacology , Binding Sites , Computer Simulation , Crystallography, X-Ray , Databases, Protein , Drug Design , Protein Structure, Tertiary , Software , Thermolysin/metabolism
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