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1.
ACS Med Chem Lett ; 12(2): 185-194, 2021 Feb 11.
Article in English | MEDLINE | ID: mdl-33603964

ABSTRACT

Molecular design is of utmost importance in lead optimization programs ultimately determining the fate of the project and the speed to reach preclinical stage. Newly designed lead analogues or new chemotypes must successfully address the challenges in the multidimensional optimization process throughout several optimization cycles. The speed, quality, and creativity of the designs can have a major impact on the cycle time, the number of required cycles, and the number of compounds needed to be synthesized and evaluated that in combination affect the overall timeline and cost of the lead optimization phase. Recently, a new concept, generative design with deep learning, has become popular for de novo design of project relevant analogue sets. We have developed a de novo design technology called "derivatization design" that applies artificial-intelligence-assisted forward in silico synthesis for the generation of near neighbor lead analogues as well as scaffold variations. The several attractive features of the methodology include synthetic feasibility, reagent availability and cost data associated with each new molecule; thus, detailed synthetic assessment is automatically generated during the design. As a result, these practically important data types can become an early part of the ranking and selection process for cycle time reduction. The power of derivatization design is demonstrated in a simple design study of DDR1 inhibitors and comparison of the produced molecules to a recently published data set obtained with deep generative design.

2.
J Med Chem ; 60(21): 9040-9052, 2017 11 09.
Article in English | MEDLINE | ID: mdl-29035567

ABSTRACT

AMP-activated protein kinase (AMPK) plays an essential role as a cellular energy sensor and master regulator of metabolism in eukaryotes. Dysregulated lipid and carbohydrate metabolism resulting from insulin resistance leads to hyperglycemia, the hallmark of type 2 diabetes mellitus (T2DM). While pharmacological activation of AMPK is anticipated to improve these parameters, the discovery of selective, direct activators has proven challenging. We now describe a hit-to-lead effort resulting in the discovery of a potent and selective class of benzimidazole-based direct AMPK activators, exemplified by 5-((5-([1,1'-biphenyl]-4-yl)-6-chloro-1H-benzo[d]imidazol-2-yl)oxy)-2-methylbenzoic acid, 42 (MK-3903). Compound 42 exhibited robust target engagement in mouse liver following oral dosing, leading to improved lipid metabolism and insulin sensitization in mice.


Subject(s)
AMP-Activated Protein Kinases/metabolism , Benzimidazoles/pharmacology , Diabetes Mellitus, Type 2/drug therapy , Administration, Oral , Animals , Benzimidazoles/administration & dosage , Benzimidazoles/therapeutic use , Drug Discovery , Insulin Resistance , Lipid Metabolism/drug effects , Mice
3.
Assay Drug Dev Technol ; 7(5): 495-506, 2009 Oct.
Article in English | MEDLINE | ID: mdl-19715455

ABSTRACT

Label-free mass spectrometric (MS) technologies are particularly useful for enzyme assay design for drug discovery screens. MS permits the selective detection of enzyme substrates or products in a wide range of biological matrices without need for derivatization, labeling, or capture technologies. As part of a cardiovascular drug discovery effort aimed at finding modulators of cystathionine beta-synthase (CBS), we used the RapidFire((R)) label-free high-throughput MS (HTMS) technology to develop a high-throughput screening (HTS) assay for CBS activity. The in vitro assay used HTMS to quantify the unlabeled product of the CBS reaction, cystathionine. Cystathionine HTMS analyses were carried out with a throughput of 7 s per sample and quantitation over a linear range of 80-10,000 nM. A compound library of 25,559 samples (or 80 384-well plates) was screened as singlets using the HTMS assay in a period of 8 days. With a hit rate of 0.32%, the actives showed a 90% confirmation rate. The in vitro assay was applied to secondary screens in more complex matrices with no additional analytical development. Our results show that the HTMS method was useful for screening samples containing serum, for cell-based assays, and for liver explants. The novel extension of the in vitro analytical method, without modification, to secondary assays resulted in a significant and advantageous economy of development time for the drug discovery project.


Subject(s)
Cystathionine/analysis , Drug Discovery/methods , Drug Evaluation, Preclinical/methods , Animals , Calibration , Cell Line , Chromatography, High Pressure Liquid , Data Interpretation, Statistical , Dose-Response Relationship, Drug , Humans , Indicators and Reagents , Kinetics , Mass Spectrometry , Mice , Mice, Inbred C57BL , Spectrometry, Mass, Electrospray Ionization
4.
Nat Rev Drug Discov ; 8(3): 203-12, 2009 03.
Article in English | MEDLINE | ID: mdl-19247303

ABSTRACT

Despite the widespread acceptance of guidelines related to desirable physicochemical properties of potential small-molecule drugs, key properties - such as lipophilicity - of recently developed clinical candidates and advanced lead compounds have been shown to differ significantly from those of historical leads and drugs. By analysing the physicochemical properties of a large database of hits and corresponding leads identified in the past decade, we show that this undesirable phenomenon can be traced back to the nature of high-throughput screening hits and hit-to-lead optimization practices. Conceptual and organizational adjustments may be required to enable a smooth lead-evolution process that reduces the chance of high compound-related attrition in clinical trials.


Subject(s)
Drug Discovery , Drug Industry/organization & administration , Pharmaceutical Preparations/chemistry , Chemistry, Pharmaceutical , Clinical Trials as Topic , Databases, Factual , Guidelines as Topic , Humans
5.
J Med Chem ; 50(14): 3214-21, 2007 Jul 12.
Article in English | MEDLINE | ID: mdl-17567120

ABSTRACT

Fragment-based lead discovery has over the years matured into an attractive alternative to high-throughput screening (HTS) for lead generation. Several techniques for screening libraries of typically 10(3)-10(4) fragments have been reported. In this work, the practical success rates that can be expected from the screening of fragment-like libraries was investigated via interrogating medicinal chemistry databases for several programs with virtual libraries created from commercially available reagents or with libraries of commercially available fragments. The results suggest that hits more potent than typically discovered in today's fragment-based screens can consistently be identified from realistically accessible compound sets under screening conditions similar to commonly used HTS protocols.


Subject(s)
Drug Design , Amides/chemistry , Dipeptidyl-Peptidase IV Inhibitors , Magnetic Resonance Spectroscopy , Mass Spectrometry , Protease Inhibitors/pharmacology
6.
Drug Discov Today ; 11(15-16): 741-8, 2006 Aug.
Article in English | MEDLINE | ID: mdl-16846802

ABSTRACT

Hit discovery technologies range from traditional high-throughput screening to affinity selection of large libraries, fragment-based techniques and computer-aided de novo design, many of which have been extensively reviewed. Development of quality leads using hit confirmation and hit-to-lead approaches present their own challenges, depending on the hit discovery method used to identify the initial hits. In this paper, we summarize common industry practices adopted to tackle hit-to-lead challenges and review how the advantages and drawbacks of different hit discovery techniques could affect the various issues hit-to-lead groups face.


Subject(s)
Drug Design , Technology, Pharmaceutical/methods , Animals , Computer-Aided Design , Drug Evaluation, Preclinical/methods , Drug Industry/methods , Humans
7.
Curr Opin Biotechnol ; 16(6): 666-73, 2005 Dec.
Article in English | MEDLINE | ID: mdl-16257522

ABSTRACT

Affinity technologies have been applied at several stages of the drug discovery process, ranging from target identification and purification to the identification of preclinical candidates. The detection of ligand-macromolecule interactions in lead discovery is the best studied and most powerful of these techniques. Although affinity methods have been in widespread use for about a decade, only recently have many reports emerged on their utility. Primary affinity screens of large libraries of small molecules or fragments have begun to produce results for challenging targets. Furthermore, in secondary assays affinity methods are opening new avenues to tackle important medicinal chemistry tasks.


Subject(s)
Biological Assay , Combinatorial Chemistry Techniques , Drug Design , Animals , Biological Assay/methods , Biological Assay/trends , Combinatorial Chemistry Techniques/methods , Combinatorial Chemistry Techniques/trends , Drug Evaluation, Preclinical/methods , Drug Evaluation, Preclinical/trends , Humans , Ligands , Structure-Activity Relationship
8.
J Comb Chem ; 7(1): 96-8, 2005.
Article in English | MEDLINE | ID: mdl-15638487

ABSTRACT

A solid-phase synthesis of trisubstituted 1H-pyrido[2,3-d]pyrimidin-4-ones has been developed. The synthesis utilizes solid-phase bound N-2,6-dichloronicotinoyl-1H-benzotriazole-1-carboximidamides as key intermediates. Sequential substitution of benzotriazole and the two chlorines furnishes the title compounds with regioselectivity and high purity. Application of the method to various disubstituted analogues is also demonstrated.


Subject(s)
Combinatorial Chemistry Techniques , Pyrimidinones/chemistry , Pyrimidinones/chemical synthesis , Molecular Structure
9.
J Med Chem ; 47(25): 6117-9, 2004 Dec 02.
Article in English | MEDLINE | ID: mdl-15566281

ABSTRACT

A small molecule nonpeptide inhibitor of beta-secretase has been developed, and its binding has been defined through crystallographic determination of the enzyme-inhibitor complex. The molecule is shown to bind to the catalytic aspartate residues in an unprecedented manner in the field of aspartyl protease inhibition. Additionally, the complex reveals a heretofore unknown S(3) subpocket that is created by the inhibitor. This structure has served an important role in the design of newer beta-secretase inhibitors.


Subject(s)
Acetamides/chemistry , Aspartic Acid Endopeptidases/chemistry , Benzamides/chemistry , Benzenesulfonates/chemistry , Protease Inhibitors/chemistry , Amyloid Precursor Protein Secretases , Binding Sites , Combinatorial Chemistry Techniques , Crystallography, X-Ray , Endopeptidases , Hydrogen Bonding , Models, Molecular , Molecular Structure , Stereoisomerism , Structure-Activity Relationship
10.
J Comb Chem ; 6(3): 426-30, 2004.
Article in English | MEDLINE | ID: mdl-15132604

ABSTRACT

In this paper, we report very general conditions that enable palladium-mediated coupling reactions on the solid support. A wide variety of biaryls and arylamines (including pyrimidines) have been synthesized using this protocol. The chemistry facilitates a combinatorial approach to the production of large numbers of medicinally relevant heterocyclic structures.

11.
Bioorg Med Chem ; 12(11): 2867-79, 2004 Jun 01.
Article in English | MEDLINE | ID: mdl-15142547

ABSTRACT

Based on the promising activity of an indole-3-carboxamide derivative, a nonphenolic analog of mycophenolic acid (MPA), we report herein the synthesis of a compound containing two important features for the activity of MPA, the ring methoxy and methyl. The synthesis was accomplished using two strategies; a method dependent on stepwise building of the hexenoate side chain followed by the indolecarboxamide ring system, and a convergent route that depended on 1,3-sigmatropic rearrangement as a key step. Docking experiments on both Chinese Hamster and Human Type-II inosine monophosphate dehydrogenase (IMPDH) showed that this compound has potential binding interactions with the NAD site. The analogs showed no activity against MCF7-S, MCF7-R, or IGR-OV1 cancer cells.


Subject(s)
Indoles/chemistry , Models, Molecular , Mycophenolic Acid/analogs & derivatives , Animals , Binding Sites , Cell Line, Tumor , Cricetinae , Humans , IMP Dehydrogenase/antagonists & inhibitors , IMP Dehydrogenase/metabolism , Indoles/chemical synthesis , Indoles/metabolism , Mycophenolic Acid/chemical synthesis , Mycophenolic Acid/metabolism , NAD/metabolism , Structure-Activity Relationship
12.
Mol Divers ; 7(1): 3-14, 2003.
Article in English | MEDLINE | ID: mdl-14768899

ABSTRACT

Combinatorial library design can be carried out at either the reagent or the product level. Various reports in the literature have come to conflicting conclusions in favor of one over the other. In this paper a reagent-based screening library design strategy is presented. The method relies on analysis of scaffolds and building blocks separately to define the overall diversity in a compound file. The primary diversity selection by properties relevant for molecular recognition and by redundancy is followed by the application of filters for molecular properties known to be relevant for drug-likeness. Filter properties are rapidly estimated at the product level using a fragmental estimation approach. Initial experimental data suggest that high diversity in vast screening libraries can be achieved by carefully applied reagent level analysis. A potential role of diverse screening libraries in chemical genomics (pharmacological knockouts) is also discussed.


Subject(s)
Combinatorial Chemistry Techniques , Drug Design , Chemistry, Pharmaceutical/methods , Genomics , Indicators and Reagents , Libraries , Models, Molecular , Software Validation
13.
Curr Opin Drug Discov Devel ; 5(4): 571-9, 2002 Jul.
Article in English | MEDLINE | ID: mdl-12197315

ABSTRACT

A new, general chemical library purification platform is reviewed. This platform makes broad use of (oxa)norbornenyl-tagged reactants, reagents, catalysts, sequestration-enabling reagents and scavengers, in combination with Grubbs catalyst-mediated ring-opening metathesis polymerization (ROMP) reactions as an in situ polymerization purification technique. Extensions of this platform involve the use of preformed ROMP supports in synthesis, and polystyrene-supported Grubbs catalysts, which perform in a boomerang fashion.


Subject(s)
Combinatorial Chemistry Techniques/methods , Norbornanes/chemistry , Animals , Combinatorial Chemistry Techniques/trends , Drug Design , Humans , Indicators and Reagents , Technology, Pharmaceutical/methods , Technology, Pharmaceutical/trends
14.
Curr Opin Drug Discov Devel ; 5(4): 580-93, 2002 Jul.
Article in English | MEDLINE | ID: mdl-12197316

ABSTRACT

The first part of this review highlights recent advances in polymer-supported reagents, catalysts, reactants and sequestrants. Particular attention is given to recent advances in polymer-supported oxidants, transition metal catalysts and polymer-supported reactants, including acyl groups, guanidinyl groups, alkyl groups and various classes of nucleophiles. This second part of the review highlights recent advances made in the areas of chemical tagging and phase-trafficking techniques, all of which have enabled further advances in the methodology of solution-phase chemical library synthesis.


Subject(s)
Combinatorial Chemistry Techniques/trends , Animals , Combinatorial Chemistry Techniques/methods , Humans , Polymers/chemical synthesis , Technology, Pharmaceutical/methods , Technology, Pharmaceutical/trends
15.
Org Lett ; 4(10): 1751-4, 2002 May 16.
Article in English | MEDLINE | ID: mdl-12000290

ABSTRACT

[reaction: see text] A solid-phase synthesis of trisubstituted 3-alkylamino-1,2,4-triazoles has been developed. The synthesis utilizes immobilized N-acyl-1H-benzotriazole-1-carboximidamides as key intermediates. Cyclization with hydrazines under mild conditions furnishes the title compounds with regioselectivity and high purity.


Subject(s)
Triazoles/chemistry , Chromatography, High Pressure Liquid , Chromatography, Liquid , Hydrazines/chemistry , Indicators and Reagents , Magnetic Resonance Spectroscopy
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